VUI - Seminarska vaja¶
Uporabljena baza: diabetes_012_health_indicators_BRFSS2015.csv
Link do baze: https://www.kaggle.com/datasets/alexteboul/diabetes-health-indicators-dataset?resource=download&select=diabetes_012_health_indicators_BRFSS2015.csv
Študent: David Dugar
Predobdelava¶
->filtriranje podatkov kjer je feature Diabetes_012 nastavljen na 1 (prediabetes)
import pandas as pd
file_path = 'diabetes_012_health_indicators_BRFSS2015_253680.csv'
data = pd.read_csv(file_path)
filtered_data = data[data['Diabetes_012'] != 1]
#ponastavi indeks, da ni praznih vrstic
filtered_data.reset_index(drop=True, inplace=True)
output_path = 'filtered_diabetes_012_health_indicators_BRFSS2015_253680.csv'
filtered_data.to_csv(output_path, index=False)
print(f"Podatki so bili uspešno filtrirani in shranjeni v: {output_path}")
Podatki so bili uspešno filtrirani in shranjeni v: filtered_diabetes_012_health_indicators_BRFSS2015_253680.csv
Deskriptivna statistika vseh značilk prisotnih v bazi¶
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
import os
from IPython.display import display, Markdown
file_path = "diabetes_012_health_indicators_BRFSS2015_253680.csv"
data = pd.read_csv(file_path)
feature = 'HighBP'
# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)
# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)
#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))
Število primerov za značilko HighBP
| HighBP | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 134391 | 79312 |
| 1 | 1718 | 2913 |
| 2 | 8742 | 26604 |
Relativni deleži za značilko HighBP:
| HighBP | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 62.89 | 37.11 |
| 1 | 37.10 | 62.90 |
| 2 | 24.73 | 75.27 |
feature = 'HighChol'
# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)
# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)
#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))
Število primerov za značilko HighChol
| HighChol | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 132673 | 81030 |
| 1 | 1756 | 2875 |
| 2 | 11660 | 23686 |
Relativni deleži za značilko HighChol:
| HighChol | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 62.08 | 37.92 |
| 1 | 37.92 | 62.08 |
| 2 | 32.99 | 67.01 |
feature = 'CholCheck'
# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)
# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)
#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))
Število primerov za značilko CholCheck
| CholCheck | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 9167 | 204536 |
| 1 | 62 | 4569 |
| 2 | 241 | 35105 |
Relativni deleži za značilko CholCheck:
| CholCheck | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 4.29 | 95.71 |
| 1 | 1.34 | 98.66 |
| 2 | 0.68 | 99.32 |
BMI grafi¶
(Body Mass Index oz. Indeks telesne mase - ITM)
ITM * 100 je realni indeks telesne mase (40 iz tabele je dejansko 4000)
-- kvantitativna spremenljivka
feature = 'BMI'
# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)
# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
feature = 'Smoker'
# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)
# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)
#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))
Število primerov za značilko Smoker
| Smoker | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 121879 | 91824 |
| 1 | 2349 | 2282 |
| 2 | 17029 | 18317 |
Relativni deleži za značilko Smoker:
| Smoker | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 57.03 | 42.97 |
| 1 | 50.72 | 49.28 |
| 2 | 48.18 | 51.82 |
Stroke grafi¶
Ali je anketirancu bilo kdaj od zdravstvenega osebja povedano, da je imel/imela kap
-- nominalna spremenljivka
feature = 'Stroke'
# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)
# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)
#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))
Število primerov za značilko Stroke
| Stroke | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 206944 | 6759 |
| 1 | 4366 | 265 |
| 2 | 32078 | 3268 |
Relativni deleži za značilko Stroke:
| Stroke | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 96.84 | 3.16 |
| 1 | 94.28 | 5.72 |
| 2 | 90.75 | 9.25 |
HeartDiseaseorAttack grafi¶
Anketiranci, ki so kdaj poročali o koronarni srčni bolezni (CHD) ali miokardnem infarktu (MI)
-- nominalna spremenljivka
feature = 'HeartDiseaseorAttack'
# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)
# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)
#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))
Število primerov za značilko HeartDiseaseorAttack
| HeartDiseaseorAttack | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 198352 | 15351 |
| 1 | 3967 | 664 |
| 2 | 27468 | 7878 |
Relativni deleži za značilko HeartDiseaseorAttack:
| HeartDiseaseorAttack | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 92.82 | 7.18 |
| 1 | 85.66 | 14.34 |
| 2 | 77.71 | 22.29 |
PhysActivity grafi¶
Ali je anketiranec bil fizično aktiven/na v zadnjih 30 dneh razen v službi (DA/NE)
-- nominalna spremenljivka
feature = 'PhysActivity'
# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)
# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)
#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))
Število primerov za značilko PhysActivity
| PhysActivity | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 47212 | 166491 |
| 1 | 1489 | 3142 |
| 2 | 13059 | 22287 |
Relativni deleži za značilko PhysActivity:
| PhysActivity | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 22.09 | 77.91 |
| 1 | 32.15 | 67.85 |
| 2 | 36.95 | 63.05 |
feature = 'Fruits'
# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)
# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)
#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))
Število primerov za značilko Fruits
| Fruits | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 76287 | 137416 |
| 1 | 1842 | 2789 |
| 2 | 14653 | 20693 |
Relativni deleži za značilko Fruits:
| Fruits | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 35.70 | 64.30 |
| 1 | 39.78 | 60.22 |
| 2 | 41.46 | 58.54 |
feature = 'Veggies'
# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)
# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)
#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))
Število primerov za značilko Veggies
| Veggies | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 38159 | 175544 |
| 1 | 1070 | 3561 |
| 2 | 8610 | 26736 |
Relativni deleži za značilko Veggies:
| Veggies | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 17.86 | 82.14 |
| 1 | 23.11 | 76.89 |
| 2 | 24.36 | 75.64 |
HvyAlcoholConsump grafi¶
Prekomerni pivci (odrasli moški, ki popijejo več kot 14 pijač na teden, odrasle ženske pa več kot 7 pijač na teden)
-- nominalna spremenljivka
feature = 'HvyAlcoholConsump'
# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)
# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)
#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))
Število primerov za značilko HvyAlcoholConsump
| HvyAlcoholConsump | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 200487 | 13216 |
| 1 | 4423 | 208 |
| 2 | 34514 | 832 |
Relativni deleži za značilko HvyAlcoholConsump:
| HvyAlcoholConsump | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 93.82 | 6.18 |
| 1 | 95.51 | 4.49 |
| 2 | 97.65 | 2.35 |
AnyHealthcare grafi¶
Ali ima anketiranec kakršno koli zdravstveno zavarovanje, vključno z zdravstvenim zavarovanjem, predplačniškimi načrti, kot so HMO, oz
vladnih načrtov, kot sta Medicare ali indijska zdravstvena služba? (DA/NE)
-- nominalna spremenljivka
feature = 'AnyHealthcare'
# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)
# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)
#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))
Število primerov za značilko AnyHealthcare
| AnyHealthcare | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 10741 | 202962 |
| 1 | 254 | 4377 |
| 2 | 1422 | 33924 |
Relativni deleži za značilko AnyHealthcare:
| AnyHealthcare | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 5.03 | 94.97 |
| 1 | 5.48 | 94.52 |
| 2 | 4.02 | 95.98 |
NoDocbcCost grafi¶
Ali se anketiranec ni mogel udeležiti pregleda kdajkoli v zadnjem letu (12 mesecev), ker je cena prevelika (DA/NE)
-- nominalna spremenljivka
feature = 'NoDocbcCost'
# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)
# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)
#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))
Število primerov za značilko NoDocbcCost
| NoDocbcCost | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 196690 | 17013 |
| 1 | 4032 | 599 |
| 2 | 31604 | 3742 |
Relativni deleži za značilko NoDocbcCost:
| NoDocbcCost | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 92.04 | 7.96 |
| 1 | 87.07 | 12.93 |
| 2 | 89.41 | 10.59 |
GenHlth grafi¶
S kakšno stopnjo je anketiranec označil svoje zdravstveno stanje od 1 do 5, kjer:
1 - Excellent (Odlično)
2 - Very good (Zelo dobro)
3 - Good (Dobro)
4 - Fair (Zadovoljivo)
5 - Poor (Slabo)
-- ordinalna spremenljivka
feature = 'GenHlth'
# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)
# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)
#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))
Število primerov za značilko GenHlth
| GenHlth | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|
| Diabetes_012 | |||||
| 0 | 43846 | 81489 | 60461 | 20755 | 7152 |
| 1 | 313 | 1214 | 1728 | 1025 | 351 |
| 2 | 1140 | 6381 | 13457 | 9790 | 4578 |
Relativni deleži za značilko GenHlth:
| GenHlth | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|
| Diabetes_012 | |||||
| 0 | 20.52 | 38.13 | 28.29 | 9.71 | 3.35 |
| 1 | 6.76 | 26.21 | 37.31 | 22.13 | 7.58 |
| 2 | 3.23 | 18.05 | 38.07 | 27.70 | 12.95 |
MentHlth grafi¶
Koliko dni v zadnjih 30 dneh je bilo anketirancu slabih glede mentalnega zdravja, ozirajoč na stres, depresijo in probleme z emocijami (1-30)
--kvantitativna spremenljivka
feature = 'MentHlth'
# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)
# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)
# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)
# sns.swarmplot(x='Diabetes_012', y='HighBP', data=data, alpha=0.6)
# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)
#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))
Število primerov za značilko MentHlth
| MentHlth | 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | ... | 21 | 22 | 23 | 24 | 25 | 26 | 27 | 28 | 29 | 30 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Diabetes_012 | |||||||||||||||||||||
| 0 | 149321 | 7606 | 11315 | 6332 | 3217 | 7626 | 796 | 2632 | 516 | 69 | ... | 170 | 50 | 28 | 25 | 882 | 35 | 66 | 263 | 125 | 8959 |
| 1 | 2956 | 120 | 231 | 125 | 83 | 181 | 28 | 63 | 13 | 9 | ... | 9 | 2 | 2 | 2 | 33 | 3 | 1 | 7 | 3 | 361 |
| 2 | 23403 | 812 | 1508 | 924 | 489 | 1223 | 164 | 405 | 110 | 13 | ... | 48 | 11 | 8 | 6 | 273 | 7 | 12 | 57 | 30 | 2768 |
3 rows × 31 columns
Relativni deleži za značilko MentHlth:
| MentHlth | 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | ... | 21 | 22 | 23 | 24 | 25 | 26 | 27 | 28 | 29 | 30 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Diabetes_012 | |||||||||||||||||||||
| 0 | 69.87 | 3.56 | 5.29 | 2.96 | 1.51 | 3.57 | 0.37 | 1.23 | 0.24 | 0.03 | ... | 0.08 | 0.02 | 0.01 | 0.01 | 0.41 | 0.02 | 0.03 | 0.12 | 0.06 | 4.19 |
| 1 | 63.83 | 2.59 | 4.99 | 2.70 | 1.79 | 3.91 | 0.60 | 1.36 | 0.28 | 0.19 | ... | 0.19 | 0.04 | 0.04 | 0.04 | 0.71 | 0.06 | 0.02 | 0.15 | 0.06 | 7.80 |
| 2 | 66.21 | 2.30 | 4.27 | 2.61 | 1.38 | 3.46 | 0.46 | 1.15 | 0.31 | 0.04 | ... | 0.14 | 0.03 | 0.02 | 0.02 | 0.77 | 0.02 | 0.03 | 0.16 | 0.08 | 7.83 |
3 rows × 31 columns
PhysHlth grafi¶
Koliko dni v zadnjih 30 dneh je bilo anketirancu slabih glede fizičnega zdravja, ozirajoč na fizične bolezni in poškodbe (1-30)
--kvantitativna spremenljivka
feature = 'PhysHlth'
# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)
# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)
# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)
# sns.swarmplot(x='Diabetes_012', y='HighBP', data=data, alpha=0.6)
# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)
#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))
Število primerov za značilko PhysHlth
| PhysHlth | 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | ... | 21 | 22 | 23 | 24 | 25 | 26 | 27 | 28 | 29 | 30 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Diabetes_012 | |||||||||||||||||||||
| 0 | 140841 | 10026 | 12488 | 7033 | 3681 | 6140 | 1010 | 3705 | 629 | 138 | ... | 506 | 43 | 37 | 54 | 906 | 43 | 75 | 363 | 134 | 13116 |
| 1 | 2471 | 174 | 248 | 173 | 98 | 168 | 38 | 90 | 21 | 5 | ... | 18 | 4 | 3 | 3 | 36 | 4 | 3 | 16 | 7 | 558 |
| 2 | 16740 | 1188 | 2028 | 1289 | 763 | 1314 | 282 | 743 | 159 | 36 | ... | 139 | 23 | 16 | 15 | 394 | 22 | 21 | 143 | 74 | 5726 |
3 rows × 31 columns
Relativni deleži za značilko PhysHlth:
| PhysHlth | 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | ... | 21 | 22 | 23 | 24 | 25 | 26 | 27 | 28 | 29 | 30 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Diabetes_012 | |||||||||||||||||||||
| 0 | 65.91 | 4.69 | 5.84 | 3.29 | 1.72 | 2.87 | 0.47 | 1.73 | 0.29 | 0.06 | ... | 0.24 | 0.02 | 0.02 | 0.03 | 0.42 | 0.02 | 0.04 | 0.17 | 0.06 | 6.14 |
| 1 | 53.36 | 3.76 | 5.36 | 3.74 | 2.12 | 3.63 | 0.82 | 1.94 | 0.45 | 0.11 | ... | 0.39 | 0.09 | 0.06 | 0.06 | 0.78 | 0.09 | 0.06 | 0.35 | 0.15 | 12.05 |
| 2 | 47.36 | 3.36 | 5.74 | 3.65 | 2.16 | 3.72 | 0.80 | 2.10 | 0.45 | 0.10 | ... | 0.39 | 0.07 | 0.05 | 0.04 | 1.11 | 0.06 | 0.06 | 0.40 | 0.21 | 16.20 |
3 rows × 31 columns
feature = 'DiffWalk'
# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)
# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)
# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)
# sns.swarmplot(x='Diabetes_012', y='HighBP', data=data, alpha=0.6)
# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)
#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))
Število primerov za značilko DiffWalk
| DiffWalk | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 185434 | 28269 |
| 1 | 3346 | 1285 |
| 2 | 22225 | 13121 |
Relativni deleži za značilko DiffWalk:
| DiffWalk | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 86.77 | 13.23 |
| 1 | 72.25 | 27.75 |
| 2 | 62.88 | 37.12 |
feature = 'Sex'
# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)
# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)
# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)
# sns.swarmplot(x='Diabetes_012', y='HighBP', data=data, alpha=0.6)
# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)
#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))
Število primerov za značilko Sex
| Sex | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 120959 | 92744 |
| 1 | 2604 | 2027 |
| 2 | 18411 | 16935 |
Relativni deleži za značilko Sex:
| Sex | 0 | 1 |
|---|---|---|
| Diabetes_012 | ||
| 0 | 56.60 | 43.40 |
| 1 | 56.23 | 43.77 |
| 2 | 52.09 | 47.91 |
Age grafi¶
Ta značilka ima 13 nivojev, kjer:
1 --> 18 <= AGE <= 24
2 --> 25 <= AGE <= 29
3 --> 30 <= AGE <= 34
4 --> 35 <= AGE <= 39
5 --> 40 <= AGE <= 44
6 --> 45 <= AGE <= 49
7 --> 50 <= AGE <= 54
8 --> 55 <= AGE <= 59
9 --> 60 <= AGE <= 64
10 -> 65 <= AGE <= 69
11 -> 70 <= AGE <= 74
12 -> 75 <= AGE <= 79
13 -> 80 <= AGE <= 99
--ordinalna spremenljivka
feature = 'Age'
# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)
# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)
# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)
# sns.swarmplot(x='Diabetes_012', y='HighBP', data=data, alpha=0.6)
# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)
#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))
Število primerov za značilko Age
| Age | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Diabetes_012 | |||||||||||||
| 0 | 5601 | 7404 | 10737 | 13055 | 14943 | 17765 | 22808 | 26019 | 26809 | 24939 | 17790 | 12132 | 13701 |
| 1 | 21 | 54 | 72 | 142 | 163 | 312 | 418 | 550 | 702 | 697 | 602 | 445 | 453 |
| 2 | 78 | 140 | 314 | 626 | 1051 | 1742 | 3088 | 4263 | 5733 | 6558 | 5141 | 3403 | 3209 |
Relativni deleži za značilko Age:
| Age | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Diabetes_012 | |||||||||||||
| 0 | 2.62 | 3.46 | 5.02 | 6.11 | 6.99 | 8.31 | 10.67 | 12.18 | 12.54 | 11.67 | 8.32 | 5.68 | 6.41 |
| 1 | 0.45 | 1.17 | 1.55 | 3.07 | 3.52 | 6.74 | 9.03 | 11.88 | 15.16 | 15.05 | 13.00 | 9.61 | 9.78 |
| 2 | 0.22 | 0.40 | 0.89 | 1.77 | 2.97 | 4.93 | 8.74 | 12.06 | 16.22 | 18.55 | 14.54 | 9.63 | 9.08 |
Education grafi¶
To je 6 nivojska značilka, ki odraža anketirancev dosežen nivo izobrazbe, kjer:
1 -> Nikoli ni hodil v šolo ali pa bil samo v vrtcu
2 -> Od 1. do 8. razreda (osnovno)
3 -> Od 9. do 11. razreda (nekaj srednje šole)
4 -> 12. razred ali GED (srednješolski maturant)
5 -> Fakulteta od 1 do 3 let (nekaj faksa ali tehnične šole)
6 -> Visoka šola 4 ali več let (višja diploma)
--ordinalna spremenljivka
feature = 'Education'
# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)
# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)
# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)
# sns.swarmplot(x='Diabetes_012', y='HighBP', data=data, alpha=0.6)
# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)
#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))
Število primerov za značilko Education
| Education | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|
| Diabetes_012 | ||||||
| 0 | 125 | 2699 | 6868 | 50334 | 58223 | 95454 |
| 1 | 2 | 161 | 314 | 1350 | 1333 | 1471 |
| 2 | 47 | 1183 | 2296 | 11066 | 10354 | 10400 |
Relativni deleži za značilko Education:
| Education | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|
| Diabetes_012 | ||||||
| 0 | 0.06 | 1.26 | 3.21 | 23.55 | 27.24 | 44.67 |
| 1 | 0.04 | 3.48 | 6.78 | 29.15 | 28.78 | 31.76 |
| 2 | 0.13 | 3.35 | 6.50 | 31.31 | 29.29 | 29.42 |
Income grafi¶
Anketirancov letni dohodeh v gospodinjstvu iz vseh virov, kjer:
1 -> Manj kot 10.000 $
2 -> 10.000 $ do manj kot 15.000 $
3 -> 15.000 $ do manj kot 20.000 $
4 -> 20.000 $ do manj kot 25.000 $
5 -> 25.000 $ do manj kot 35.000 $
6 -> 35.000 $ do manj kot 50.000 $
7 -> 50.000 $ do manj kot 75.000 $
8 -> 75.000 $ ali več
--ordinalna spremenljivka
feature = 'Income'
# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)
# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)
# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)
# sns.swarmplot(x='Diabetes_012', y='HighBP', data=data, alpha=0.6)
# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()
#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)
#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))
Število primerov za značilko Income
| Income | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 |
|---|---|---|---|---|---|---|---|---|
| Diabetes_012 | ||||||||
| 0 | 7114 | 8341 | 12005 | 15622 | 20792 | 30431 | 37219 | 82179 |
| 1 | 314 | 356 | 421 | 459 | 587 | 748 | 735 | 1011 |
| 2 | 2383 | 3086 | 3568 | 4054 | 4504 | 5291 | 5265 | 7195 |
Relativni deleži za značilko Income:
| Income | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 |
|---|---|---|---|---|---|---|---|---|
| Diabetes_012 | ||||||||
| 0 | 3.33 | 3.90 | 5.62 | 7.31 | 9.73 | 14.24 | 17.42 | 38.45 |
| 1 | 6.78 | 7.69 | 9.09 | 9.91 | 12.68 | 16.15 | 15.87 | 21.83 |
| 2 | 6.74 | 8.73 | 10.09 | 11.47 | 12.74 | 14.97 | 14.90 | 20.36 |
Statistični testi glede na tip spremenljivke (za določanje diabetisa)¶
-tukaj sem uporabil prirejeno bazo
import pandas as pd
import matplotlib.pyplot as plt
import numpy as np
from scipy.stats import (mannwhitneyu, chi2_contingency, ttest_ind, kruskal,
ks_2samp, levene, shapiro)
file_path = "filtered_diabetes_02_health_indicators_BRFSS2015_249049.csv"
data = pd.read_csv(file_path)
# Informacije o spremenljivkah
dependent_var = "Diabetes_012"
nominal_vars = ["HighBP", "HighChol", "CholCheck", "Smoker", "Stroke",
"HeartDiseaseorAttack", "PhysActivity", "Fruits", "Veggies",
"HvyAlcoholConsump", "AnyHealthcare", "NoDocbcCost", "DiffWalk", "Sex"]
ordinal_vars = ["GenHlth", "Age", "Education", "Income"]
quantitative_vars = ["BMI", "MentHlth", "PhysHlth"]
results = []
for var in data.columns:
if var == dependent_var:
continue
if var in nominal_vars: #Nominalne spremenljivke
contingency_table = pd.crosstab(data[dependent_var], data[var])
stat, p_value, _, _ = chi2_contingency(contingency_table)
test_type = "Chi-Square test"
elif var in ordinal_vars: #Ordinalne spremenljivke
stat, p_value = kruskal(
data[var][data[dependent_var] == 0],
data[var][data[dependent_var] == 2]
)
test_type = "Kruskal-Wallis test"
elif var in quantitative_vars: #Kvantitativne spremenljivke
#preverjanje normalnosti
normal_0 = ks_2samp(data[var][data[dependent_var] == 0], 'norm')
normal_2 = ks_2samp(data[var][data[dependent_var] == 2], 'norm')
if normal_0.pvalue > 0.05 and normal_2.pvalue > 0.05: #je normalno porazdeljeno
# Preveri enakost varianc
levene_stat, levene_p = levene(
data[var][data[dependent_var] == 0],
data[var][data[dependent_var] == 2]
)
if levene_p > 0.05: #variance enake
stat, p_value = ttest_ind(
data[var][data[dependent_var] == 0],
data[var][data[dependent_var] == 2],
equal_var=True
)
test_type = "T-test"
else: #variance niso enake
stat, p_value = ttest_ind(
data[var][data[dependent_var] == 0],
data[var][data[dependent_var] == 2],
equal_var=False
)
test_type = "Welch's T-test"
else: #ni normalno porazdeljeno
stat, p_value = mannwhitneyu(
data[var][data[dependent_var] == 0],
data[var][data[dependent_var] == 2]
)
test_type = "Mann-Whitney U test"
results.append({
"Variable": var,
"Test": test_type,
"Statistic": stat,
"P-Value": p_value,
"Significant": p_value < 0.05
})
results_df = pd.DataFrame(results)
# Manjša p-vrednost pomeni manjšo verjetnost, da so rezultati naključni, in zato večjo verjetnost, da je povezava med spremenljivkami statistično značilna.
results_df_sorted = results_df.sort_values(by="P-Value", ascending=True)
display(results_df_sorted)
| Variable | Test | Statistic | P-Value | Significant | |
|---|---|---|---|---|---|
| 0 | HighBP | Chi-Square test | 1.806262e+04 | 0.000000e+00 | True |
| 18 | Age | Kruskal-Wallis test | 8.269666e+03 | 0.000000e+00 | True |
| 16 | DiffWalk | Chi-Square test | 1.249357e+04 | 0.000000e+00 | True |
| 15 | PhysHlth | Mann-Whitney U test | 2.910964e+09 | 0.000000e+00 | True |
| 13 | GenHlth | Kruskal-Wallis test | 2.152463e+04 | 0.000000e+00 | True |
| 19 | Education | Kruskal-Wallis test | 3.787391e+03 | 0.000000e+00 | True |
| 7 | PhysActivity | Chi-Square test | 3.647181e+03 | 0.000000e+00 | True |
| 20 | Income | Kruskal-Wallis test | 7.005254e+03 | 0.000000e+00 | True |
| 5 | Stroke | Chi-Square test | 2.902810e+03 | 0.000000e+00 | True |
| 3 | BMI | Mann-Whitney U test | 2.331896e+09 | 0.000000e+00 | True |
| 1 | HighChol | Chi-Square test | 1.053504e+04 | 0.000000e+00 | True |
| 6 | HeartDiseaseorAttack | Chi-Square test | 8.180575e+03 | 0.000000e+00 | True |
| 2 | CholCheck | Chi-Square test | 1.085069e+03 | 5.809239e-238 | True |
| 4 | Smoker | Chi-Square test | 9.635432e+02 | 1.509376e-211 | True |
| 9 | Veggies | Chi-Square test | 8.405152e+02 | 8.386730e-185 | True |
| 10 | HvyAlcoholConsump | Chi-Square test | 8.353496e+02 | 1.113358e-183 | True |
| 8 | Fruits | Chi-Square test | 4.335626e+02 | 2.725768e-96 | True |
| 14 | MentHlth | Mann-Whitney U test | 3.564682e+09 | 1.080463e-95 | True |
| 12 | NoDocbcCost | Chi-Square test | 2.733823e+02 | 2.078555e-61 | True |
| 17 | Sex | Chi-Square test | 2.505281e+02 | 1.992061e-56 | True |
| 11 | AnyHealthcare | Chi-Square test | 6.547426e+01 | 5.887806e-16 | True |
Korelacijska analiza¶
- Katere spremenljivke so močno povezane z odvisno spremenljivko (Diabetes_012)
- Korelacija med neodvisnimi spremenljivkami pa nakazuje multikolinearnost, kar je opozorilo, da bi moral preveriti VIF (Varianc Inflation Factor).
import matplotlib.colors as mcolors
#prilagojena barvno paleto
custom_cmap = mcolors.LinearSegmentedColormap.from_list(
'custom_blue_green', ['lime', 'cyan', 'blue']
)
filtered_data = pd.read_csv('filtered_diabetes_02_health_indicators_BRFSS2015_249049.csv')
correlations_filtered = filtered_data.corr()['Diabetes_012'].sort_values(ascending=True)
# Izpiši korelacije
print("Korelacije s spremenljivko Diabetes_012 (prirejena baza):")
print(correlations_filtered)
# Izriši korelacijsko matriko za prirejeno bazo
plt.figure(figsize=(10, 6))
# sns.heatmap(corr_matrix_filtered, annot=True, fmt=".2f", cmap=custom_cmap, cbar=True, vmin=0, vmax=1)
correlations_filtered.drop('Diabetes_012').plot(kind='bar', color='green')
plt.title('Korelacije s spremenljivko Diabetes_012')
plt.ylabel('Korelacijska vrednost')
plt.xlabel('Spremenljivka')
plt.show()
Korelacije s spremenljivko Diabetes_012 (prirejena baza): Income -0.168651 Education -0.128149 PhysActivity -0.121028 Veggies -0.058109 HvyAlcoholConsump -0.057940 Fruits -0.041736 AnyHealthcare 0.016241 Sex 0.031728 NoDocbcCost 0.033152 Smoker 0.062212 CholCheck 0.066037 MentHlth 0.071751 Stroke 0.107990 PhysHlth 0.175754 HeartDiseaseorAttack 0.181258 Age 0.181727 HighChol 0.205684 BMI 0.222353 DiffWalk 0.223991 HighBP 0.269319 GenHlth 0.300347 Diabetes_012 1.000000 Name: Diabetes_012, dtype: float64
VIF - Variance Inflation Factor¶
VIF meri, kako močno je napovedna moč spremenljivke "napihnjena" zaradi njene korelacije z drugimi neodvisnimi spremenljivkami.
Če ima spremenljivka visok VIF, to pomeni, da prinaša redundantne informacije. Modele lahko zmede, ker uteži ne morejo pravilno oceniti njenega dejanskega vpliva.
Interpretacija vrednosti VIF:
- VIF ≈ 1: Spremenljivka ni povezana z drugimi, kar je idealno.
- VIF med 1 in 5: Sprejemljivo; nekaj povezave z drugimi spremenljivkami, a ne problematično.
- VIF > 5: Potencialna težava; preveri spremenljivko in njene povezave.
- VIF > 10: Visoka multikolinearnost; spremenljivka zelo verjetno povzroča težave.
from statsmodels.stats.outliers_influence import variance_inflation_factor
import pandas as pd
X = filtered_data.drop('Diabetes_012', axis=1)
#zzračun VIF
vif_data = pd.DataFrame()
vif_data["Spremenljivka"] = X.columns
vif_data["VIF"] = [variance_inflation_factor(X.values, i) for i in range(X.shape[1])]
vif_data = vif_data.sort_values(by="VIF", ascending=False)
display(vif_data)
correlation_matrix = filtered_data.corr()
print(correlation_matrix)
plt.figure(figsize=(12, 12))
sns.heatmap(correlation_matrix, annot=True, fmt=".2f", cmap='Greens', cbar=True, vmin=0, vmax=1)
plt.title('Korelacijska matrika za vse spremenljivke')
plt.show()
| Spremenljivka | VIF | |
|---|---|---|
| 19 | Education | 29.643257 |
| 2 | CholCheck | 22.968166 |
| 11 | AnyHealthcare | 20.875093 |
| 3 | BMI | 18.157011 |
| 20 | Income | 14.252721 |
| 13 | GenHlth | 10.683791 |
| 18 | Age | 9.825327 |
| 9 | Veggies | 5.850786 |
| 7 | PhysActivity | 4.676371 |
| 8 | Fruits | 3.037604 |
| 0 | HighBP | 2.285119 |
| 1 | HighChol | 2.016293 |
| 15 | PhysHlth | 1.994117 |
| 4 | Smoker | 1.929858 |
| 17 | Sex | 1.910840 |
| 16 | DiffWalk | 1.834463 |
| 14 | MentHlth | 1.458271 |
| 6 | HeartDiseaseorAttack | 1.289310 |
| 12 | NoDocbcCost | 1.212497 |
| 5 | Stroke | 1.127038 |
| 10 | HvyAlcoholConsump | 1.083856 |
Diabetes_012 HighBP HighChol CholCheck BMI \
Diabetes_012 1.000000 0.269319 0.205684 0.066037 0.222353
HighBP 0.269319 1.000000 0.297901 0.098365 0.213489
HighChol 0.205684 0.297901 1.000000 0.085530 0.106792
CholCheck 0.066037 0.098365 0.085530 1.000000 0.034090
BMI 0.222353 0.213489 0.106792 0.034090 1.000000
Smoker 0.062212 0.097235 0.090680 -0.010065 0.013554
Stroke 0.107990 0.130302 0.092650 0.024618 0.020804
HeartDiseaseorAttack 0.181258 0.210217 0.181250 0.044574 0.053592
PhysActivity -0.121028 -0.125304 -0.077966 0.004584 -0.146581
Fruits -0.041736 -0.040398 -0.040581 0.023957 -0.087227
Veggies -0.058109 -0.060786 -0.039163 0.005731 -0.061432
HvyAlcoholConsump -0.057940 -0.004026 -0.011623 -0.023765 -0.049026
AnyHealthcare 0.016241 0.038501 0.043103 0.117995 -0.017712
NoDocbcCost 0.033152 0.017169 0.012251 -0.058594 0.057779
GenHlth 0.300347 0.300385 0.207539 0.046213 0.238740
MentHlth 0.071751 0.056318 0.060963 -0.008279 0.084423
PhysHlth 0.175754 0.161318 0.120865 0.031590 0.120822
DiffWalk 0.223991 0.223973 0.144283 0.040595 0.196557
Sex 0.031728 0.052835 0.031689 -0.022222 0.044163
Age 0.181727 0.344943 0.272870 0.089745 -0.035915
Education -0.128149 -0.141102 -0.069912 0.002163 -0.103388
Income -0.168651 -0.171155 -0.084241 0.014737 -0.099561
Smoker Stroke HeartDiseaseorAttack PhysActivity \
Diabetes_012 0.062212 0.107990 0.181258 -0.121028
HighBP 0.097235 0.130302 0.210217 -0.125304
HighChol 0.090680 0.092650 0.181250 -0.077966
CholCheck -0.010065 0.024618 0.044574 0.004584
BMI 0.013554 0.020804 0.053592 -0.146581
Smoker 1.000000 0.060730 0.114122 -0.088291
Stroke 0.060730 1.000000 0.203750 -0.069937
HeartDiseaseorAttack 0.114122 0.203750 1.000000 -0.087733
PhysActivity -0.088291 -0.069937 -0.087733 1.000000
Fruits -0.077226 -0.013476 -0.019757 0.142747
Veggies -0.031043 -0.041111 -0.039660 0.153504
HvyAlcoholConsump 0.101602 -0.016875 -0.029641 0.012665
AnyHealthcare -0.023480 0.008975 0.018863 0.035168
NoDocbcCost 0.048942 0.034246 0.030581 -0.061434
GenHlth 0.163453 0.178329 0.259044 -0.266791
MentHlth 0.092042 0.070277 0.064152 -0.125200
PhysHlth 0.116306 0.149184 0.181906 -0.219064
DiffWalk 0.122109 0.177875 0.213143 -0.253542
Sex 0.093134 0.003135 0.085973 0.032573
Age 0.121421 0.127512 0.221933 -0.092890
Education -0.162795 -0.076052 -0.099750 0.200534
Income -0.124594 -0.128855 -0.141089 0.199237
Fruits ... AnyHealthcare NoDocbcCost GenHlth \
Diabetes_012 -0.041736 ... 0.016241 0.033152 0.300347
HighBP -0.040398 ... 0.038501 0.017169 0.300385
HighChol -0.040581 ... 0.043103 0.012251 0.207539
CholCheck 0.023957 ... 0.117995 -0.058594 0.046213
BMI -0.087227 ... -0.017712 0.057779 0.238740
Smoker -0.077226 ... -0.023480 0.048942 0.163453
Stroke -0.013476 ... 0.008975 0.034246 0.178329
HeartDiseaseorAttack -0.019757 ... 0.018863 0.030581 0.259044
PhysActivity 0.142747 ... 0.035168 -0.061434 -0.266791
Fruits 1.000000 ... 0.031136 -0.043610 -0.104101
Veggies 0.254181 ... 0.029714 -0.032043 -0.122871
HvyAlcoholConsump -0.035620 ... -0.010250 0.004678 -0.036736
AnyHealthcare 0.031136 ... 1.000000 -0.230682 -0.039918
NoDocbcCost -0.043610 ... -0.230682 1.000000 0.164878
GenHlth -0.104101 ... -0.039918 0.164878 1.000000
MentHlth -0.067786 ... -0.051852 0.190017 0.300033
PhysHlth -0.044045 ... -0.007402 0.147172 0.523816
DiffWalk -0.048020 ... 0.007427 0.117378 0.456292
Sex -0.091887 ... -0.019646 -0.043993 -0.005163
Age 0.064441 ... 0.137240 -0.118601 0.153799
Education 0.110232 ... 0.122660 -0.099976 -0.284163
Income 0.079858 ... 0.158662 -0.202085 -0.369227
MentHlth PhysHlth DiffWalk Sex Age \
Diabetes_012 0.071751 0.175754 0.223991 0.031728 0.181727
HighBP 0.056318 0.161318 0.223973 0.052835 0.344943
HighChol 0.060963 0.120865 0.144283 0.031689 0.272870
CholCheck -0.008279 0.031590 0.040595 -0.022222 0.089745
BMI 0.084423 0.120822 0.196557 0.044163 -0.035915
Smoker 0.092042 0.116306 0.122109 0.093134 0.121421
Stroke 0.070277 0.149184 0.177875 0.003135 0.127512
HeartDiseaseorAttack 0.064152 0.181906 0.213143 0.085973 0.221933
PhysActivity -0.125200 -0.219064 -0.253542 0.032573 -0.092890
Fruits -0.067786 -0.044045 -0.048020 -0.091887 0.064441
Veggies -0.057974 -0.063418 -0.080215 -0.065575 -0.010005
HvyAlcoholConsump 0.024747 -0.026385 -0.037996 0.004992 -0.034458
AnyHealthcare -0.051852 -0.007402 0.007427 -0.019646 0.137240
NoDocbcCost 0.190017 0.147172 0.117378 -0.043993 -0.118601
GenHlth 0.300033 0.523816 0.456292 -0.005163 0.153799
MentHlth 1.000000 0.351853 0.232385 -0.079937 -0.091411
PhysHlth 0.351853 1.000000 0.478718 -0.042558 0.100639
DiffWalk 0.232385 0.478718 1.000000 -0.069916 0.205263
Sex -0.079937 -0.042558 -0.069916 1.000000 -0.028546
Age -0.091411 0.100639 0.205263 -0.028546 1.000000
Education -0.101113 -0.154565 -0.192087 0.018877 -0.102363
Income -0.208412 -0.265985 -0.319659 0.126029 -0.127816
Education Income
Diabetes_012 -0.128149 -0.168651
HighBP -0.141102 -0.171155
HighChol -0.069912 -0.084241
CholCheck 0.002163 0.014737
BMI -0.103388 -0.099561
Smoker -0.162795 -0.124594
Stroke -0.076052 -0.128855
HeartDiseaseorAttack -0.099750 -0.141089
PhysActivity 0.200534 0.199237
Fruits 0.110232 0.079858
Veggies 0.154222 0.151070
HvyAlcoholConsump 0.024159 0.053442
AnyHealthcare 0.122660 0.158662
NoDocbcCost -0.099976 -0.202085
GenHlth -0.284163 -0.369227
MentHlth -0.101113 -0.208412
PhysHlth -0.154565 -0.265985
DiffWalk -0.192087 -0.319659
Sex 0.018877 0.126029
Age -0.102363 -0.127816
Education 1.000000 0.448332
Income 0.448332 1.000000
[22 rows x 22 columns]
Analiza visokih VIF vrednosti¶
Education (VIF = 29.64):
Zelo visoka VIF vrednost pomeni, da je Education močno povezana z drugimi spremenljivkami. Korelacijska matrika kaže, da je Education močno povezana z: Income (r = 0.45): Višja izobrazba je pogosto povezana z višjim dohodkom. PhysActivity (r = 0.20): Višja izobrazba je lahko povezana z bolj zdravim načinom življenja.
Ukrep: mogoče izločim education pri optimiziranjuCholCheck (VIF = 22.97):
Korelacijska matrika kaže, da CholCheck nima močnih povezav z drugimi spremenljivkami (največ r ≈ 0.12 z AnyHealthcare). Visoka VIF vrednost je morda posledica interakcije z večimi šibko povezanimi spremenljivkami.
Ukrep: pusti spremenljivko v modelu, razen če ugotoviš, da zmanjšuje napovedno zmogljivostAnyHealthcare (VIF = 20.88):
AnyHealthcare je šibko povezana z CholCheck (r = 0.12) in z Income (r = 0.16).
Ukrep: pusti spremenljivko, razen če ugotoviš, da zmanjšuje napovedno zmogljivostBMI (VIF = 18.16):
BMI je močno povezan z: GenHlth (r = 0.23): ITM vpliva na samooceno zdravja. DiffWalk (r = 0.20): Visok ITM je pogosto povezan s težavami pri hoji.
Ukrep: pusti spremenljivko, saj je ključna za zdravstveno analizo.Income (VIF = 14.25):
Income je močno povezan z: Education (r = 0.45): Povezanost dohodka in izobrazbe je pričakovana. PhysActivity (r = 0.20): Dohodek lahko omogoča več fizičnih aktivnosti.
Ukrep: mogoče izločim to spremenljivko namesto educationGenHlth (VIF = 10.68):
Močno povezano z: PhysHlth (r = 0.52): Samoocena zdravja je pričakovano povezana s fizičnim zdravjem. DiffWalk (r = 0.46): Težave pri hoji vplivajo na splošno zdravje (še posebej pri samooceni za zdravstveno stanje).
Ukrep: mogoče bi to spremenljivko izpustil pri optimizaciji modelov, saj je ta ocena odvisna od osebe in je subjektivna
Dva primera optimizacije in njene spremenljivke¶
Večina spremenljivk imam nominalnih, vključno z odvisno spremenljivko.
Ostale pa so BMI (1 - 9999), MenHlth (0-30), PhysHlth (0-30), ki so kvantitativne,
GenHlth (1-5), Age (1-13), Education (1-6) in Income (1-8) pa so ordinalne spremenljivke. (Max 13)
"Naredite regresijski model in vsaj en inteligentni model, ki vam na osnovi vseh neodvisnih spremenljivk napoveduje odvisno spremenljivko. Optimizirajte model tako, da odstranite spremenljivke, ki niso statistično značilno pomembne. Opišite model. (za vsak primer posebej)"
Optimizacija 1 - Napovedni model za diabetis (Verjetnost ali oseba ima diabetis glede na vhodne podatke)¶
Odvisna spremenljivka: Diabetis_012
Neodvisna spremenljivka: ostale spremenljivke v predobdelani bazi
Logistic regression in RandomForest (ali pa namesto foresta neka osnovna kovnolucijska mreža ki bo dobro napovedovala diabetis glede na moje podatke iz baze) Optimizacije mislim da moram narediti tako da se osredotočim na spremenljivke iz baze, ki najbolj vplivajo na to ali oseba ima diabetis ali pa ne. Za to bi moral uporabiti statistične teste na bazi da ugotovim katera spremenljivka najbolj vpliva na diabetis kot odvisno spremenljivko.
Optimizacija 2 - Model, ki pacientu v stanju prediabetik pove kaj mora spremeniti, da bo (verjetno) prešel v stanje nediabetika¶
from sklearn.model_selection import train_test_split
from sklearn.linear_model import LogisticRegression
from sklearn.feature_selection import RFE
from sklearn.ensemble import RandomForestClassifier
from sklearn.metrics import classification_report, accuracy_score, confusion_matrix
import seaborn as sns
import matplotlib.pyplot as plt
import pandas as pd
import matplotlib.colors as mcolors
custom_cmap = mcolors.LinearSegmentedColormap.from_list(
'custom_blue_green', ['lime', 'cyan', 'blue']
)
filtered_data = pd.read_csv('filtered_diabetes_02_health_indicators_BRFSS2015_249049.csv')
X = filtered_data.drop('Diabetes_012', axis=1) # Vse spremenljivke razen Diabetes_012
y = filtered_data['Diabetes_012'] # Odvisna spremenljivka
X_train, X_test, y_train_reduced, y_test_reduced = train_test_split(X, y, test_size=0.3, random_state=42)
#Logistična regresija
log_reg = LogisticRegression(max_iter=1000)
log_reg.fit(X_train, y_train_reduced)
y_pred_log = log_reg.predict(X_test)
print("Rezultati logistične regresije:")
print(classification_report(y_test_reduced, y_pred_log))
print("Točnost modela:", accuracy_score(y_test_reduced, y_pred_log))
#Confusion matrix logističe regresije
conf_matrix_log = confusion_matrix(y_test_reduced, y_pred_log)
sns.heatmap(conf_matrix_log, annot=True, fmt='d', cmap=custom_cmap, xticklabels=['Nediabetik', 'Diabetik'], yticklabels=['Nediabetik', 'Diabetik'])
plt.title('Matrika zmede - Logistična regresija')
plt.xlabel('Napoved')
plt.ylabel('Dejanska')
plt.show()
Rezultati logistične regresije:
precision recall f1-score support
0 0.88 0.98 0.92 64038
2 0.54 0.17 0.26 10677
accuracy 0.86 74715
macro avg 0.71 0.57 0.59 74715
weighted avg 0.83 0.86 0.83 74715
Točnost modela: 0.8608043900153918
#Random forest
rf_model = RandomForestClassifier(random_state=42)
rf_model.fit(X_train, y_train_reduced)
# Napovedi na testnih podatkih
y_pred_rf = rf_model.predict(X_test)
# Rezultati Random Forest
print("Rezultati Random Forest:")
print(classification_report(y_test_reduced, y_pred_rf))
print("Točnost modela:", accuracy_score(y_test_reduced, y_pred_rf))
# Vizualiziraj matriko zmede (confusion matrix)
conf_matrix_rf = confusion_matrix(y_test_reduced, y_pred_rf)
sns.heatmap(conf_matrix_rf, annot=True, fmt='d', cmap=custom_cmap, xticklabels=['Nediabetik', 'Diabetik'], yticklabels=['Nediabetik', 'Diabetik'])
plt.title('Matrika zmede - Random Forest')
plt.xlabel('Napoved')
plt.ylabel('Dejanska')
plt.show()
Rezultati Random Forest:
precision recall f1-score support
0 0.88 0.97 0.92 64038
2 0.50 0.20 0.28 10677
accuracy 0.86 74715
macro avg 0.69 0.58 0.60 74715
weighted avg 0.82 0.86 0.83 74715
Točnost modela: 0.8573111155725088
Optimizacija problema 1¶
#Spremenljivke ki imajo najmanjsi vpliv glede na statistične teste (ampak so še vseeeno statistično signifikantne)
# X_reduced = X.drop(['CholCheck', 'Smoker', 'Veggies', 'HvyAlcoholConsump', 'Fruits', 'MentHlth', 'NoDocbcCost', 'Sex', 'AnyHealthcare'], axis=1)
#Spremenljivke ki imajo negativno korelacijo z odvisno spremenljivko
# X_reduced = X.drop(['Income', 'Education', 'PhysActivity', 'Veggies', 'HvyAlcoholConsump'], axis=1)
#Spremenljivke, ki imajo VIF nad 10
# X_reduced = X.drop(['Education', 'CholCheck', 'AnyHealthcare', 'BMI', 'Income', 'GenHlth'], axis=1)
#Spremenljivke, ki imajo VIF nad 5 (isto kot prej samo dodal Age in Veggies)
X_reduced = X.drop(['Education', 'CholCheck', 'AnyHealthcare', 'BMI', 'Income', 'GenHlth', 'Age', 'Veggies'], axis=1)
X_train_reduced, X_test_reduced, y_train_reduced, y_test_reduced = train_test_split(X_reduced, y, test_size=0.3, random_state=42)
#Logistična regresija
log_reg_reduced = LogisticRegression(max_iter=1000)
log_reg_reduced.fit(X_train_reduced, y_train_reduced)
y_pred_log_reduced = log_reg_reduced.predict(X_test_reduced)
print("Rezultati logistične regresije (optimiziran):")
print(classification_report(y_test_reduced, y_pred_log_reduced))
print("Točnost modela:", accuracy_score(y_test_reduced, y_pred_log_reduced))
# # Vpliv preostalih spremenljivk na napoved (koeficienti)
# coefficients_reduced = pd.DataFrame({
# 'Spremenljivka': X_reduced.columns,
# 'Utež': log_reg_reduced.coef_[0]
# }).sort_values(by='Utež', ascending=True)
# print(coefficients_reduced)
#matrika zmede
conf_matrix_log_reduced = confusion_matrix(y_test_reduced, y_pred_log_reduced)
sns.heatmap(conf_matrix_log_reduced, annot=True, fmt='d', cmap=custom_cmap, xticklabels=['Nediabetik', 'Diabetik'], yticklabels=['Nediabetik', 'Diabetik'])
plt.title('Matrika zmede - Logistična regresija (optimiziran)')
plt.xlabel('Napoved')
plt.ylabel('Dejanska')
plt.show()
#Random Forest
rf_reduced = RandomForestClassifier(random_state=42)
rf_reduced.fit(X_train_reduced, y_train_reduced)
y_pred_rf_reduced = rf_reduced.predict(X_test_reduced)
print("Rezultati Random Forest (optimiziran):")
print(classification_report(y_test_reduced, y_pred_rf_reduced))
print("Točnost modela:", accuracy_score(y_test_reduced, y_pred_rf_reduced))
# # Pomembnost spremenljivk pri Random Forest
# feature_importances = pd.DataFrame({
# 'Spremenljivka': X_reduced.columns,
# 'Pomembnost': rf_reduced.feature_importances_
# }).sort_values(by='Pomembnost', ascending=False)
# print(feature_importances)
# Confusion matrix za Random Forest
conf_matrix_rf = confusion_matrix(y_test_reduced, y_pred_rf_reduced)
sns.heatmap(conf_matrix_rf, annot=True, fmt='d', cmap=custom_cmap, xticklabels=['Nediabetik', 'Diabetik'], yticklabels=['Nediabetik', 'Diabetik'])
plt.title('Matrika zmede - Random Forest (optimiziran)')
plt.xlabel('Napoved')
plt.ylabel('Dejanska')
plt.show()
Rezultati logistične regresije (optimiziran):
precision recall f1-score support
0 0.87 0.98 0.92 64038
2 0.51 0.10 0.16 10677
accuracy 0.86 74715
macro avg 0.69 0.54 0.54 74715
weighted avg 0.82 0.86 0.81 74715
Točnost modela: 0.8577126413705414
Rezultati Random Forest (optimiziran):
precision recall f1-score support
0 0.87 0.97 0.92 64038
2 0.40 0.13 0.20 10677
accuracy 0.85 74715
macro avg 0.63 0.55 0.56 74715
weighted avg 0.80 0.85 0.81 74715
Točnost modela: 0.8475406544870508
Problem 2¶
Natrenirati model, ki uporablja originalno bazo. Model bi naj osebam, ki so prediabetiki predlagal, kaj naj spremenijo, da več ne bodo v nevarnosti, da bi potencialno dobili sladkorno bolezen.
import pandas as pd
from sklearn.preprocessing import MinMaxScaler
from sklearn.model_selection import train_test_split
from sklearn.metrics import classification_report, confusion_matrix
from sklearn.linear_model import LogisticRegression
from sklearn.ensemble import RandomForestClassifier
import matplotlib.pyplot as plt
import matplotlib.colors as mcolors
import seaborn as sns
custom_cmap = mcolors.LinearSegmentedColormap.from_list(
'custom_blue_green', ['lime', 'cyan', 'blue']
)
file_path = 'diabetes_012_health_indicators_BRFSS2015_253680.csv'
original_data = pd.read_csv(file_path)
print(original_data['Diabetes_012'].value_counts())
#Izbris diabetikov
filtered_data = original_data[original_data['Diabetes_012'] != 2]
print(filtered_data['Diabetes_012'].value_counts())
filtered_data.to_csv('diabetes_01_health_indicators_BRFSS2015_218334.csv', index=False)
print("Filtrirani podatki so shranjeni v datoteko 'diabetes_01_health_indicators_BRFSS2015_218334.csv'.")
# Neodvisne in odvisne spremenljivke
X = original_data.drop('Diabetes_012', axis=1) #neodvisne spremenljivke
y = original_data['Diabetes_012'] #ciljna spremenljivka
# Delitev podatkov na učne in testne
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)
#Normalizacija kvantiativnih spremenljivk
quantitative_vars = ["BMI", "MentHlth", "PhysHlth"]
scaler = MinMaxScaler()
# data[quantitative_vars] = scaler.fit_transform(data[quantitative_vars])
X_train[quantitative_vars] = scaler.fit_transform(X_train[quantitative_vars])
X_test[quantitative_vars] = scaler.transform(X_test[quantitative_vars])
# Model logistične regresije
log_reg = LogisticRegression(max_iter=1000, class_weight='balanced')
log_reg.fit(X_train, y_train)
# Model Random Forest
rf_model = RandomForestClassifier(random_state=42, class_weight='balanced')
rf_model.fit(X_train, y_train)
# Napovedi in evalvacija - Logistična regresija
y_pred_log = log_reg.predict(X_test)
print("Logistična regresija:")
print(classification_report(y_test, y_pred_log))
conf_matrix_lr = confusion_matrix(y_test, y_pred_log)
sns.heatmap(conf_matrix_lr, annot=True, fmt='d', cmap=custom_cmap, xticklabels=['Nediabetik', 'Prediabetik', 'Diabetik'], yticklabels=['Nediabetik', 'Prediabetik'])
plt.title('Matrika zmede - Logistična regresija')
plt.xlabel('Napoved')
plt.ylabel('Dejanska')
plt.show()
# Napovedi in evalvacija - Random Forest
y_pred_rf = rf_model.predict(X_test)
print("Random Forest:")
print(classification_report(y_test, y_pred_rf))
conf_matrix_rf = confusion_matrix(y_test, y_pred_rf)
sns.heatmap(conf_matrix_rf, annot=True, fmt='d', cmap=custom_cmap, xticklabels=['Nediabetik', 'Prediabetik', 'Diabetik'], yticklabels=['Nediabetik', 'Prediabetik'])
plt.title('Matrika zmede - Random Forest')
plt.xlabel('Napoved')
plt.ylabel('Dejanska')
plt.show()
Diabetes_012
0 213703
2 35346
1 4631
Name: count, dtype: int64
Diabetes_012
0 213703
1 4631
Name: count, dtype: int64
Filtrirani podatki so shranjeni v datoteko 'diabetes_01_health_indicators_BRFSS2015_218334.csv'.
Logistična regresija:
precision recall f1-score support
0 0.95 0.66 0.78 64180
1 0.03 0.31 0.06 1425
2 0.35 0.59 0.44 10499
accuracy 0.65 76104
macro avg 0.44 0.52 0.43 76104
weighted avg 0.85 0.65 0.72 76104
Random Forest:
precision recall f1-score support
0 0.86 0.97 0.91 64180
1 0.01 0.00 0.00 1425
2 0.45 0.16 0.24 10499
accuracy 0.84 76104
macro avg 0.44 0.38 0.38 76104
weighted avg 0.79 0.84 0.80 76104
Analiza uteži pri LR in pomembnosti značilk pri RF¶
#filtrirana podatkovna baza
file_path = 'diabetes_01_health_indicators_BRFSS2015_218334.csv'
data_filtered = pd.read_csv(file_path)
X = data_filtered.drop('Diabetes_012', axis=1) # Neodvisne spremenljivke
y = data_filtered['Diabetes_012'] # Odvisna spremenljivka
log_reg_binary = LogisticRegression(max_iter=1000, class_weight='balanced')
rf_model_binary = RandomForestClassifier(random_state=42)
log_reg_binary.fit(X, y)
rf_model_binary.fit(X, y)
#analiza uteži (Logistična regresija)
coefficients = pd.DataFrame({
'Spremenljivka': X.columns,
'Utež': log_reg_binary.coef_[0]
}).sort_values(by='Utež', ascending=False)
print("Logistična regresija - uteži:")
print(coefficients)
#analiza pomembnosti značilk (Random Forest)
feature_importances = pd.DataFrame({
'Spremenljivka': X.columns,
'Pomembnost': rf_model_binary.feature_importances_
}).sort_values(by='Pomembnost', ascending=False)
print("Random Forest - pomembnost značilk:")
print(feature_importances)
Logistična regresija - uteži:
Spremenljivka Utež
2 CholCheck 0.843757
1 HighChol 0.591530
12 NoDocbcCost 0.418703
0 HighBP 0.372593
13 GenHlth 0.324852
18 Age 0.140091
17 Sex 0.079128
3 BMI 0.061593
14 MentHlth 0.007769
15 PhysHlth -0.004535
8 Fruits -0.016763
6 HeartDiseaseorAttack -0.028357
4 Smoker -0.037505
7 PhysActivity -0.044250
9 Veggies -0.044735
11 AnyHealthcare -0.058455
16 DiffWalk -0.067210
19 Education -0.069875
20 Income -0.077635
5 Stroke -0.117315
10 HvyAlcoholConsump -0.201951
Random Forest - pomembnost značilk:
Spremenljivka Pomembnost
3 BMI 0.187501
18 Age 0.127075
20 Income 0.103510
15 PhysHlth 0.087202
19 Education 0.076701
14 MentHlth 0.075223
13 GenHlth 0.052249
4 Smoker 0.038969
8 Fruits 0.038174
17 Sex 0.037686
9 Veggies 0.029236
7 PhysActivity 0.028366
6 HeartDiseaseorAttack 0.018887
16 DiffWalk 0.017721
12 NoDocbcCost 0.015127
0 HighBP 0.014206
1 HighChol 0.013214
5 Stroke 0.012314
10 HvyAlcoholConsump 0.011632
11 AnyHealthcare 0.010432
2 CholCheck 0.004576
Logistična regresija
Pozitivne uteži: Pokažejo značilke, ki povečujejo verjetnost prediabetika (Diabetes_012 = 1), ko se njihove vrednosti povečujejo.
Največji vpliv: CholCheck (0.770), HighChol (0.575), HighBP (0.397).
Te značilke kažejo, da imajo osebe, ki so preverile holesterol in imajo visok holesterol ali visok krvni pritisk, večjo verjetnost prediabetesa.
Negativne uteži: Pokažejo značilke, ki zmanjšujejo verjetnost prediabetika, ko se njihove vrednosti povečujejo.
Najnižji vpliv: HvyAlcoholConsump (-0.143), Stroke (-0.121), AnyHealthcare (-0.077).
To nakazuje, da so osebe z zdravstvenim zavarovanjem ali tiste, ki ne uživajo alkohola, manj verjetno prediabetiki.
Random Forest
Najbolj pomembne značilke:
BMI (18.8%): Telesna masa je najmočnejši napovednik.
Age (12.7%): Starost ima prav tako velik vpliv.
Income (10.3%): Dohodek vpliva na zdrav življenjski slog in prehrano.
Najmanj pomembne značilke:
CholCheck (0.5%), AnyHealthcare (1.0%): Te značilke model šteje za manj pomembne.
Razlike med modeli:
Logistična regresija ocenjuje CholCheck kot najpomembnejšo značilko, medtem ko jo Random Forest uvršča na dno.
BMI in Age sta pri Random Forest bistveno bolj pomembna kot pri logistični regresiji.
Konsistentne značilke:
Značilke, kot so BMI, Age, Income, so ključne za oba modela, kar potrjuje njihovo pomembnost.
Binarna modela za priporočila prediabetikom¶
import pandas as pd
import numpy as np
# Osredotočimo se na prediabetike
prediabetics = data_filtered[data_filtered['Diabetes_012'] == 1].copy()
print(prediabetics['Diabetes_012'].value_counts())
prediabetics.to_csv('prediabetic_only.csv', index=False)
# Sprememba izbranih značilk za analizo
# selected_features = ['BMI', 'HighBP', 'HighChol', 'PhysActivity'] # Značilke za simulacijo
# Širši obseg in več značilk
selected_features = X.columns.tolist()
# step_size = 0.05 # Velikost koraka za spremembo značilke
step_size = 1
recommendations = []
max_iterations = 21 # Nastavimo največje dovoljeno število iteracij
for index, row in prediabetics.iterrows():
modified_row = row.copy()
previous_proba = log_reg_binary.predict_proba(pd.DataFrame([modified_row[X.columns]], columns=X.columns))[0]
print(previous_proba)
iteration = 0 # Števec iteracij
while iteration < max_iterations:
improved = False # Sledenje, če je prišlo do izboljšanja
for feature in selected_features:
for direction in [-1, 1]: # Znižanje ali povišanje
temp_row = modified_row.copy()
temp_row[feature] += direction * step_size
#kvantitativne spremenljivke
if feature == 'BMI':
temp_row[feature] = temp_row[feature].clip(0, 9999)
elif feature in ['MenHlth', 'PhysHlth']:
temp_row[feature] = temp_row[feature].clip(0, 30)
#ordinalne spremenljivke
elif feature == 'GenHlth':
temp_row[feature] = temp_row[feature].clip(1, 5)
elif feature == 'Age':
temp_row[feature] = temp_row[feature].clip(1, 13)
elif feature == 'Education':
temp_row[feature] = temp_row[feature].clip(1, 6)
elif feature == 'Income':
temp_row[feature] = temp_row[feature].clip(1, 8)
#nominalne spremenljivke
elif feature in ['HighBP', 'HighChol', 'PhysActivity', 'CholCheck', 'Smoker', 'Stroke', 'HeartDiseaseorAttack', 'Fruits', 'Veggies', 'HvyAlcoholConsump', 'AnyHealthcare', 'NoDocbcCost', 'DiffWalk', 'Sex']:
temp_row[feature] = temp_row[feature].clip(0, 1)
# Preveri novo napoved
proba = log_reg_binary.predict_proba(pd.DataFrame([temp_row[X.columns]], columns=X.columns))[0]
if proba[0] > previous_proba[0]: # Če je izboljšanje, posodobi
modified_row = temp_row
previous_proba = proba
improved = True # Označi, da je prišlo do izboljšanja
# Če dosežemo prag za nediabetika, zaključimo
if previous_proba[0] > 0.8:
print(f"After improvements {previous_proba} probability")
recommendations.append({
'Index': index,
'Modified Row': modified_row,
'Probability (Nediabetik)': previous_proba
})
break
# Če ni več izboljšav, končaj zanko
if not improved:
break
iteration += 1 # Povečaj števec iteracij
# Pretvori priporočila v DataFrame
recommendations_df = pd.DataFrame(recommendations)
# Preveri, če obstajajo rezultati
if not recommendations_df.empty:
recommendations_df.sort_values(by=['Index'], ascending=True, inplace=True)
print(f"Število priporočil: {len(recommendations)}")
output_file = 'prediabetic_recommendations.csv'
recommendations_df.to_csv(output_file, index=False)
print(f"Priporočila so bila shranjena v datoteko: {output_file}")
else:
print("Ni priporočil za nobenega prediabetika.")
Diabetes_012 1 4631 Name: count, dtype: int64 [0.15824708 0.84175292] After improvements [0.83509805 0.16490195] probability [0.33177721 0.66822279] After improvements [0.91579604 0.08420396] probability [0.43614376 0.56385624] After improvements [0.93542167 0.06457833] probability [0.13455084 0.86544916] After improvements [0.82668703 0.17331297] probability [0.28234994 0.71765006] After improvements [0.86796223 0.13203777] probability [0.29431576 0.70568424] After improvements [0.92452719 0.07547281] probability [0.35887545 0.64112455] After improvements [0.86864296 0.13135704] probability [0.2204002 0.7795998] After improvements [0.84909017 0.15090983] probability [0.17269064 0.82730936] After improvements [0.87840598 0.12159402] probability [0.2250033 0.7749967] After improvements [0.87412234 0.12587766] probability [0.32048532 0.67951468] After improvements [0.8211828 0.1788172] probability [0.29490625 0.70509375] After improvements [0.80007673 0.19992327] probability [0.13961844 0.86038156] After improvements [0.82887625 0.17112375] probability [0.25949477 0.74050523] After improvements [0.88118711 0.11881289] probability [0.19312004 0.80687996] After improvements [0.82826206 0.17173794] probability [0.21081825 0.78918175] After improvements [0.82684617 0.17315383] probability [0.57646144 0.42353856] After improvements [0.90492661 0.09507339] probability [0.24121864 0.75878136] After improvements [0.86397232 0.13602768] probability [0.31583577 0.68416423] After improvements [0.81938522 0.18061478] probability [0.65791518 0.34208482] After improvements [0.93420952 0.06579048] probability [0.55598943 0.44401057] After improvements [0.94758719 0.05241281] probability [0.22668537 0.77331463] After improvements [0.80350568 0.19649432] probability [0.26208947 0.73791053] After improvements [0.81330496 0.18669504] probability [0.2475746 0.7524254] After improvements [0.90652614 0.09347386] probability [0.39467529 0.60532471] After improvements [0.92348132 0.07651868] probability [0.32010556 0.67989444] After improvements [0.82243163 0.17756837] probability [0.55504433 0.44495567] After improvements [0.9581189 0.0418811] probability [0.4795888 0.5204112] After improvements [0.91476942 0.08523058] probability [0.45733603 0.54266397] After improvements [0.94018132 0.05981868] probability [0.49991934 0.50008066] After improvements [0.92663743 0.07336257] probability [0.22279861 0.77720139] After improvements [0.88559953 0.11440047] probability [0.28537549 0.71462451] After improvements [0.85098952 0.14901048] probability [0.13132009 0.86867991] After improvements [0.81549462 0.18450538] probability [0.54853198 0.45146802] After improvements [0.88475596 0.11524404] probability [0.59489962 0.40510038] After improvements [0.92344358 0.07655642] probability [0.14337013 0.85662987] After improvements [0.83858206 0.16141794] probability [0.31688688 0.68311312] After improvements [0.90370455 0.09629545] probability [0.19962578 0.80037422] After improvements [0.81341115 0.18658885] probability [0.35374876 0.64625124] After improvements [0.91245353 0.08754647] probability [0.23678938 0.76321062] After improvements [0.82802956 0.17197044] probability [0.46235 0.53765] After improvements [0.93756647 0.06243353] probability [0.26009183 0.73990817] After improvements [0.88301184 0.11698816] probability [0.30702533 0.69297467] After improvements [0.92152551 0.07847449] probability [0.14026747 0.85973253] After improvements [0.86068124 0.13931876] probability [0.15117483 0.84882517] After improvements [0.85998115 0.14001885] probability [0.44340911 0.55659089] After improvements [0.88363458 0.11636542] probability [0.58955111 0.41044889] After improvements [0.94485223 0.05514777] probability [0.41623249 0.58376751] After improvements [0.89212863 0.10787137] probability [0.18679966 0.81320034] After improvements [0.81417265 0.18582735] probability [0.22584035 0.77415965] After improvements [0.83396931 0.16603069] probability [0.38726808 0.61273192] After improvements [0.93406496 0.06593504] probability [0.73624026 0.26375974] After improvements [0.94680401 0.05319599] probability [0.51999461 0.48000539] After improvements [0.95131444 0.04868556] probability [0.63344235 0.36655765] After improvements [0.9129745 0.0870255] probability [0.17291437 0.82708563] After improvements [0.85938793 0.14061207] probability [0.47638238 0.52361762] After improvements [0.91210612 0.08789388] probability [0.57339012 0.42660988] After improvements [0.96387195 0.03612805] probability [0.07747584 0.92252416] After improvements [0.86170804 0.13829196] probability [0.72815127 0.27184873] After improvements [0.96606903 0.03393097] probability [0.40180784 0.59819216] After improvements [0.92827906 0.07172094] probability [0.23492874 0.76507126] After improvements [0.86933766 0.13066234] probability [0.75744962 0.24255038] After improvements [0.95775853 0.04224147] probability [0.54960183 0.45039817] After improvements [0.90175992 0.09824008] probability [0.38263963 0.61736037] After improvements [0.88858493 0.11141507] probability [0.55252479 0.44747521] After improvements [0.91164993 0.08835007] probability [0.37729688 0.62270312] After improvements [0.91210759 0.08789241] probability [0.39192621 0.60807379] After improvements [0.89286824 0.10713176] probability [0.48326984 0.51673016] After improvements [0.93104936 0.06895064] probability [0.10373292 0.89626708] After improvements [0.81806645 0.18193355] probability [0.31705906 0.68294094] After improvements [0.90294757 0.09705243] probability [0.38167314 0.61832686] After improvements [0.88973341 0.11026659] probability [0.34250252 0.65749748] After improvements [0.90823562 0.09176438] probability [0.23851293 0.76148707] After improvements [0.82992067 0.17007933] probability [0.21881522 0.78118478] After improvements [0.86732337 0.13267663] probability [0.22346511 0.77653489] After improvements [0.87418431 0.12581569] probability [0.58563776 0.41436224] After improvements [0.94670074 0.05329926] probability [0.26751195 0.73248805] After improvements [0.86687476 0.13312524] probability [0.17266068 0.82733932] After improvements [0.86946785 0.13053215] probability [0.24001939 0.75998061] After improvements [0.87550075 0.12449925] probability [0.45365691 0.54634309] After improvements [0.93656963 0.06343037] probability [0.38890735 0.61109265] After improvements [0.85933878 0.14066122] probability [0.35293607 0.64706393] After improvements [0.8133883 0.1866117] probability [0.20011494 0.79988506] After improvements [0.81351913 0.18648087] probability [0.31676153 0.68323847] After improvements [0.8612101 0.1387899] probability [0.4733543 0.5266457] After improvements [0.89025494 0.10974506] probability [0.42260342 0.57739658] After improvements [0.88606695 0.11393305] probability [0.05607217 0.94392783] After improvements [0.81506851 0.18493149] probability [0.14231962 0.85768038] After improvements [0.84637181 0.15362819] probability [0.12059143 0.87940857] After improvements [0.88728029 0.11271971] probability [0.19475183 0.80524817] After improvements [0.8239211 0.1760789] probability [0.54618537 0.45381463] After improvements [0.94013178 0.05986822] probability [0.08886665 0.91113335] After improvements [0.84787487 0.15212513] probability [0.73814301 0.26185699] After improvements [0.95227994 0.04772006] probability [0.34501932 0.65498068] After improvements [0.88021507 0.11978493] probability [0.31526847 0.68473153] After improvements [0.8912678 0.1087322] probability [0.50599889 0.49400111] After improvements [0.93566184 0.06433816] probability [0.20905089 0.79094911] After improvements [0.82058952 0.17941048] probability [0.40592444 0.59407556] After improvements [0.9227076 0.0772924] probability [0.22160298 0.77839702] After improvements [0.82385822 0.17614178] probability [0.17811303 0.82188697] After improvements [0.86296037 0.13703963] probability [0.30831282 0.69168718] After improvements [0.83663192 0.16336808] probability [0.3005493 0.6994507] After improvements [0.80372808 0.19627192] probability [0.6602563 0.3397437] After improvements [0.94887957 0.05112043] probability [0.64003259 0.35996741] After improvements [0.95604365 0.04395635] probability [0.3116812 0.6883188] After improvements [0.90528856 0.09471144] probability [0.45293387 0.54706613] After improvements [0.84141105 0.15858895] probability [0.54000282 0.45999718] After improvements [0.94242361 0.05757639] probability [0.36097006 0.63902994] After improvements [0.88353366 0.11646634] probability [0.18001466 0.81998534] After improvements [0.80442618 0.19557382] probability [0.58737144 0.41262856] After improvements [0.94061524 0.05938476] probability [0.32230365 0.67769635] After improvements [0.89727916 0.10272084] probability [0.36233119 0.63766881] After improvements [0.91413257 0.08586743] probability [0.30499369 0.69500631] After improvements [0.87805132 0.12194868] probability [0.60512242 0.39487758] After improvements [0.94168951 0.05831049] probability [0.31566259 0.68433741] After improvements [0.84733961 0.15266039] probability [0.43095627 0.56904373] After improvements [0.9269629 0.0730371] probability [0.38340885 0.61659115] After improvements [0.93421395 0.06578605] probability [0.30713794 0.69286206] After improvements [0.89375452 0.10624548] probability [0.31551487 0.68448513] After improvements [0.89552487 0.10447513] probability [0.60270996 0.39729004] After improvements [0.90754952 0.09245048] probability [0.51241988 0.48758012] After improvements [0.91184284 0.08815716] probability [0.15355284 0.84644716] After improvements [0.80921185 0.19078815] probability [0.64839527 0.35160473] After improvements [0.93544876 0.06455124] probability [0.61198769 0.38801231] After improvements [0.94504074 0.05495926] probability [0.30342529 0.69657471] After improvements [0.8924034 0.1075966] probability [0.37704995 0.62295005] After improvements [0.80532152 0.19467848] probability [0.43214889 0.56785111] After improvements [0.92009058 0.07990942] probability [0.32181074 0.67818926] After improvements [0.89428186 0.10571814] probability [0.41976921 0.58023079] After improvements [0.90083642 0.09916358] probability [0.36306866 0.63693134] After improvements [0.81165224 0.18834776] probability [0.51100037 0.48899963] After improvements [0.93147733 0.06852267] probability [0.44788558 0.55211442] After improvements [0.84597216 0.15402784] probability [0.30387711 0.69612289] After improvements [0.800712 0.199288] probability [0.14815507 0.85184493] After improvements [0.86265556 0.13734444] probability [0.59546766 0.40453234] After improvements [0.94408312 0.05591688] probability [0.22580092 0.77419908] After improvements [0.84956025 0.15043975] probability [0.35528523 0.64471477] After improvements [0.90430211 0.09569789] probability [0.57808645 0.42191355] After improvements [0.93453128 0.06546872] probability [0.34694795 0.65305205] After improvements [0.88219209 0.11780791] probability [0.59214013 0.40785987] After improvements [0.94013178 0.05986822] probability [0.18788106 0.81211894] After improvements [0.80463538 0.19536462] probability [0.38145026 0.61854974] After improvements [0.89064278 0.10935722] probability [0.44074272 0.55925728] After improvements [0.88856591 0.11143409] probability [0.59347433 0.40652567] After improvements [0.91701136 0.08298864] probability [0.21557182 0.78442818] After improvements [0.8272016 0.1727984] probability [0.29934418 0.70065582] After improvements [0.80805267 0.19194733] probability [0.43647618 0.56352382] After improvements [0.88807291 0.11192709] probability [0.22980081 0.77019919] After improvements [0.80471366 0.19528634] probability [0.41079667 0.58920333] After improvements [0.89914105 0.10085895] probability [0.32162114 0.67837886] After improvements [0.93163348 0.06836652] probability [0.33623507 0.66376493] After improvements [0.89974482 0.10025518] probability [0.20014645 0.79985355] After improvements [0.86196774 0.13803226] probability [0.36588552 0.63411448] After improvements [0.85182347 0.14817653] probability [0.36712177 0.63287823] After improvements [0.91162202 0.08837798] probability [0.07853593 0.92146407] After improvements [0.83918677 0.16081323] probability [0.11187616 0.88812384] After improvements [0.86238498 0.13761502] probability [0.22045635 0.77954365] After improvements [0.84432804 0.15567196] probability [0.83949604 0.16050396] After improvements [0.96396109 0.03603891] probability [0.54673212 0.45326788] After improvements [0.92542047 0.07457953] probability [0.73992594 0.26007406] After improvements [0.96379891 0.03620109] probability [0.55790996 0.44209004] After improvements [0.93698414 0.06301586] probability [0.52106904 0.47893096] After improvements [0.9341914 0.0658086] probability [0.79936794 0.20063206] After improvements [0.96535323 0.03464677] probability [0.19969874 0.80030126] After improvements [0.82975398 0.17024602] probability [0.24512785 0.75487215] After improvements [0.87369921 0.12630079] probability [0.71205432 0.28794568] After improvements [0.93132519 0.06867481] probability [0.22942378 0.77057622] After improvements [0.850051 0.149949] probability [0.16333663 0.83666337] After improvements [0.84855163 0.15144837] probability [0.06653108 0.93346892] After improvements [0.83773427 0.16226573] probability [0.62763829 0.37236171] After improvements [0.93412892 0.06587108] probability [0.52285556 0.47714444] After improvements [0.9458627 0.0541373] probability [0.64398967 0.35601033] After improvements [0.95676154 0.04323846] probability [0.23607627 0.76392373] After improvements [0.85443376 0.14556624] probability [0.87635194 0.12364806] After improvements [0.97900796 0.02099204] probability [0.73909738 0.26090262] After improvements [0.95277607 0.04722393] probability [0.4545479 0.5454521] After improvements [0.8977735 0.1022265] probability [0.3866926 0.6133074] After improvements [0.87569256 0.12430744] probability [0.30527156 0.69472844] After improvements [0.86836101 0.13163899] probability [0.47575077 0.52424923] After improvements [0.8817128 0.1182872] probability [0.48520838 0.51479162] After improvements [0.9167116 0.0832884] probability [0.71568591 0.28431409] After improvements [0.94645606 0.05354394] probability [0.82897768 0.17102232] After improvements [0.96694055 0.03305945] probability [0.27626983 0.72373017] After improvements [0.87672208 0.12327792] probability [0.28295924 0.71704076] After improvements [0.81304886 0.18695114] probability [0.59559889 0.40440111] After improvements [0.94511134 0.05488866] probability [0.40886739 0.59113261] After improvements [0.93098454 0.06901546] probability [0.21674219 0.78325781] After improvements [0.85037585 0.14962415] probability [0.75891532 0.24108468] After improvements [0.96598732 0.03401268] probability [0.10983002 0.89016998] After improvements [0.80335075 0.19664925] probability [0.75196594 0.24803406] After improvements [0.96584259 0.03415741] probability [0.10548058 0.89451942] After improvements [0.85707615 0.14292385] probability [0.31695203 0.68304797] After improvements [0.86386681 0.13613319] probability [0.30647544 0.69352456] After improvements [0.89016376 0.10983624] probability [0.63557762 0.36442238] After improvements [0.91324811 0.08675189] probability [0.50128027 0.49871973] After improvements [0.93917323 0.06082677] probability [0.65203295 0.34796705] After improvements [0.93516147 0.06483853] probability [0.30322 0.69678] After improvements [0.86426838 0.13573162] probability [0.30875257 0.69124743] After improvements [0.82815229 0.17184771] probability [0.72470997 0.27529003] After improvements [0.91774534 0.08225466] probability [0.57716357 0.42283643] After improvements [0.91032248 0.08967752] probability [0.33628013 0.66371987] After improvements [0.91392616 0.08607384] probability [0.32919895 0.67080105] After improvements [0.88965758 0.11034242] probability [0.23132991 0.76867009] After improvements [0.86674141 0.13325859] probability [0.35845572 0.64154428] After improvements [0.80602187 0.19397813] probability [0.34991981 0.65008019] After improvements [0.90940857 0.09059143] probability [0.29708972 0.70291028] After improvements [0.877856 0.122144] probability [0.4343588 0.5656412] After improvements [0.91437576 0.08562424] probability [0.37871412 0.62128588] After improvements [0.88884194 0.11115806] probability [0.30353981 0.69646019] After improvements [0.8806664 0.1193336] probability [0.3131758 0.6868242] After improvements [0.90584203 0.09415797] probability [0.4582285 0.5417715] After improvements [0.85339495 0.14660505] probability [0.67631478 0.32368522] After improvements [0.94171313 0.05828687] probability [0.18447742 0.81552258] After improvements [0.87847751 0.12152249] probability [0.17926779 0.82073221] After improvements [0.82575864 0.17424136] probability [0.68503751 0.31496249] After improvements [0.96378135 0.03621865] probability [0.17106465 0.82893535] After improvements [0.85044206 0.14955794] probability [0.4805708 0.5194292] After improvements [0.87185986 0.12814014] probability [0.21234716 0.78765284] After improvements [0.85321233 0.14678767] probability [0.30915898 0.69084102] After improvements [0.90217632 0.09782368] probability [0.51354014 0.48645986] After improvements [0.9175271 0.0824729] probability [0.31338256 0.68661744] After improvements [0.89612082 0.10387918] probability [0.14973272 0.85026728] After improvements [0.86518507 0.13481493] probability [0.32928812 0.67071188] After improvements [0.87036535 0.12963465] probability [0.19347786 0.80652214] After improvements [0.86211744 0.13788256] probability [0.23905396 0.76094604] After improvements [0.8580099 0.1419901] probability [0.33013724 0.66986276] After improvements [0.88780704 0.11219296] probability [0.31892303 0.68107697] After improvements [0.88965758 0.11034242] probability [0.51430552 0.48569448] After improvements [0.93439298 0.06560702] probability [0.21783785 0.78216215] After improvements [0.83310474 0.16689526] probability [0.34021603 0.65978397] After improvements [0.9051656 0.0948344] probability [0.47844563 0.52155437] After improvements [0.94670074 0.05329926] probability [0.45018721 0.54981279] After improvements [0.90036032 0.09963968] probability [0.24875251 0.75124749] After improvements [0.87532667 0.12467333] probability [0.68625479 0.31374521] After improvements [0.9607804 0.0392196] probability [0.40349992 0.59650008] After improvements [0.82554292 0.17445708] probability [0.33863878 0.66136122] After improvements [0.89556046 0.10443954] probability [0.24268442 0.75731558] After improvements [0.86125296 0.13874704] probability [0.12735609 0.87264391] After improvements [0.85438195 0.14561805] probability [0.50682193 0.49317807] After improvements [0.94408312 0.05591688] probability [0.15895398 0.84104602] After improvements [0.8414964 0.1585036] probability [0.16975043 0.83024957] After improvements [0.87346456 0.12653544] probability [0.1019108 0.8980892] After improvements [0.85997277 0.14002723] probability [0.33298277 0.66701723] After improvements [0.90833456 0.09166544] probability [0.24585933 0.75414067] After improvements [0.86814007 0.13185993] probability [0.24258101 0.75741899] After improvements [0.87114372 0.12885628] probability [0.27106904 0.72893096] After improvements [0.81067937 0.18932063] probability [0.39790479 0.60209521] After improvements [0.87026805 0.12973195] probability [0.18658104 0.81341896] After improvements [0.81369314 0.18630686] probability [0.69223245 0.30776755] After improvements [0.95317287 0.04682713] probability [0.81371801 0.18628199] After improvements [0.95856056 0.04143944] probability [0.59143663 0.40856337] After improvements [0.94891118 0.05108882] probability [0.47710888 0.52289112] After improvements [0.93348941 0.06651059] probability [0.36594714 0.63405286] After improvements [0.81477915 0.18522085] probability [0.41937318 0.58062682] After improvements [0.92227822 0.07772178] probability [0.3608065 0.6391935] After improvements [0.89519557 0.10480443] probability [0.44073127 0.55926873] After improvements [0.898003 0.101997] probability [0.21117348 0.78882652] After improvements [0.87099656 0.12900344] probability [0.13994895 0.86005105] After improvements [0.87702737 0.12297263] probability [0.61865973 0.38134027] After improvements [0.95442292 0.04557708] probability [0.40440933 0.59559067] After improvements [0.90489582 0.09510418] probability [0.56938474 0.43061526] After improvements [0.94634741 0.05365259] probability [0.0667281 0.9332719] After improvements [0.84230612 0.15769388] probability [0.64769544 0.35230456] After improvements [0.92995504 0.07004496] probability [0.68437849 0.31562151] After improvements [0.94035832 0.05964168] probability [0.33301128 0.66698872] After improvements [0.89899528 0.10100472] probability [0.38459361 0.61540639] After improvements [0.88233769 0.11766231] probability [0.38522314 0.61477686] After improvements [0.91994701 0.08005299] probability [0.74088158 0.25911842] After improvements [0.9560074 0.0439926] probability [0.88593695 0.11406305] After improvements [0.97439693 0.02560307] probability [0.89125693 0.10874307] After improvements [0.9682784 0.0317216] probability [0.76472135 0.23527865] After improvements [0.94330614 0.05669386] probability [0.31004916 0.68995084] After improvements [0.88180078 0.11819922] probability [0.33832977 0.66167023] After improvements [0.82192911 0.17807089] probability [0.44837117 0.55162883] After improvements [0.93820035 0.06179965] probability [0.25035463 0.74964537] After improvements [0.85602223 0.14397777] probability [0.66663535 0.33336465] After improvements [0.92461857 0.07538143] probability [0.62861427 0.37138573] After improvements [0.92475103 0.07524897] probability [0.26833706 0.73166294] After improvements [0.85432121 0.14567879] probability [0.44313598 0.55686402] After improvements [0.93055858 0.06944142] probability [0.71887912 0.28112088] After improvements [0.94350595 0.05649405] probability [0.42459928 0.57540072] After improvements [0.901181 0.098819] probability [0.51048837 0.48951163] After improvements [0.93917323 0.06082677] probability [0.4495563 0.5504437] After improvements [0.93171632 0.06828368] probability [0.50869843 0.49130157] After improvements [0.9464507 0.0535493] probability [0.71620783 0.28379217] After improvements [0.95116249 0.04883751] probability [0.27424404 0.72575596] After improvements [0.87523886 0.12476114] probability [0.26812199 0.73187801] After improvements [0.86004808 0.13995192] probability [0.44518642 0.55481358] After improvements [0.88459352 0.11540648] probability [0.4136214 0.5863786] After improvements [0.93010575 0.06989425] probability [0.38272262 0.61727738] After improvements [0.91634106 0.08365894] probability [0.47962227 0.52037773] After improvements [0.93854974 0.06145026] probability [0.39831321 0.60168679] After improvements [0.9073623 0.0926377] probability [0.07911419 0.92088581] After improvements [0.85332017 0.14667983] probability [0.58750714 0.41249286] After improvements [0.91122993 0.08877007] probability [0.38291919 0.61708081] After improvements [0.8461562 0.1538438] probability [0.84885821 0.15114179] After improvements [0.97236395 0.02763605] probability [0.78263012 0.21736988] After improvements [0.94972448 0.05027552] probability [0.19595507 0.80404493] After improvements [0.82513918 0.17486082] probability [0.38174313 0.61825687] After improvements [0.88212793 0.11787207] probability [0.19822707 0.80177293] After improvements [0.87738105 0.12261895] probability [0.51541692 0.48458308] After improvements [0.9227076 0.0772924] probability [0.30451108 0.69548892] After improvements [0.8823396 0.1176604] probability [0.40437405 0.59562595] After improvements [0.84794214 0.15205786] probability [0.28045889 0.71954111] After improvements [0.85142515 0.14857485] probability [0.4121411 0.5878589] After improvements [0.92420001 0.07579999] probability [0.41011621 0.58988379] After improvements [0.87588744 0.12411256] probability [0.30415948 0.69584052] After improvements [0.87457716 0.12542284] probability [0.50102105 0.49897895] After improvements [0.92112335 0.07887665] probability [0.6177635 0.3822365] After improvements [0.91973319 0.08026681] probability [0.27604364 0.72395636] After improvements [0.82712896 0.17287104] probability [0.36749332 0.63250668] After improvements [0.88401266 0.11598734] probability [0.61804422 0.38195578] After improvements [0.88965578 0.11034422] probability [0.4202248 0.5797752] After improvements [0.89768606 0.10231394] probability [0.5284475 0.4715525] After improvements [0.96306417 0.03693583] probability [0.36420575 0.63579425] After improvements [0.91536968 0.08463032] probability [0.78348216 0.21651784] After improvements [0.96083951 0.03916049] probability [0.73709198 0.26290802] After improvements [0.95984966 0.04015034] probability [0.19550416 0.80449584] After improvements [0.8306544 0.1693456] probability [0.40656359 0.59343641] After improvements [0.89782716 0.10217284] probability [0.30653521 0.69346479] After improvements [0.81774829 0.18225171] probability [0.32107582 0.67892418] After improvements [0.89498975 0.10501025] probability [0.26987636 0.73012364] After improvements [0.83942331 0.16057669] probability [0.56957936 0.43042064] After improvements [0.9392184 0.0607816] probability [0.55964103 0.44035897] After improvements [0.92500217 0.07499783] probability [0.38725806 0.61274194] After improvements [0.92730796 0.07269204] probability [0.75398895 0.24601105] After improvements [0.96677357 0.03322643] probability [0.87164356 0.12835644] After improvements [0.97836387 0.02163613] probability [0.38262468 0.61737532] After improvements [0.88482581 0.11517419] probability [0.44683633 0.55316367] After improvements [0.91210612 0.08789388] probability [0.48090315 0.51909685] After improvements [0.92240042 0.07759958] probability [0.5624155 0.4375845] After improvements [0.93715187 0.06284813] probability [0.33488411 0.66511589] After improvements [0.83963341 0.16036659] probability [0.43537445 0.56462555] After improvements [0.85478592 0.14521408] probability [0.38270123 0.61729877] After improvements [0.89277306 0.10722694] probability [0.687525 0.312475] After improvements [0.95643805 0.04356195] probability [0.40464852 0.59535148] After improvements [0.9258364 0.0741636] probability [0.41207277 0.58792723] After improvements [0.90604848 0.09395152] probability [0.21970364 0.78029636] After improvements [0.89468363 0.10531637] probability [0.31119034 0.68880966] After improvements [0.85483329 0.14516671] probability [0.37462309 0.62537691] After improvements [0.91536866 0.08463134] probability [0.53547871 0.46452129] After improvements [0.93105054 0.06894946] probability [0.08391944 0.91608056] After improvements [0.86970998 0.13029002] probability [0.46724619 0.53275381] After improvements [0.94544539 0.05455461] probability [0.50145598 0.49854402] After improvements [0.92955017 0.07044983] probability [0.30003746 0.69996254] After improvements [0.85355601 0.14644399] probability [0.49348268 0.50651732] After improvements [0.88010904 0.11989096] probability [0.87018982 0.12981018] After improvements [0.97766904 0.02233096] probability [0.75398374 0.24601626] After improvements [0.93756647 0.06243353] probability [0.37334244 0.62665756] After improvements [0.91062455 0.08937545] probability [0.65193168 0.34806832] After improvements [0.94107617 0.05892383] probability [0.33846403 0.66153597] After improvements [0.85017819 0.14982181] probability [0.61329578 0.38670422] After improvements [0.92328797 0.07671203] probability [0.42113451 0.57886549] After improvements [0.94639674 0.05360326] probability [0.86062162 0.13937838] After improvements [0.97667268 0.02332732] probability [0.41267482 0.58732518] After improvements [0.93198846 0.06801154] probability [0.24952218 0.75047782] After improvements [0.80082516 0.19917484] probability [0.15796116 0.84203884] After improvements [0.881235 0.118765] probability [0.68666232 0.31333768] After improvements [0.93224576 0.06775424] probability [0.65046163 0.34953837] After improvements [0.94994147 0.05005853] probability [0.83379102 0.16620898] After improvements [0.97144079 0.02855921] probability [0.65533305 0.34466695] After improvements [0.93245398 0.06754602] probability [0.11428654 0.88571346] After improvements [0.81602851 0.18397149] probability [0.18348621 0.81651379] After improvements [0.83115082 0.16884918] probability [0.82560082 0.17439918] After improvements [0.97729698 0.02270302] probability [0.31660485 0.68339515] After improvements [0.90661957 0.09338043] probability [0.44589419 0.55410581] After improvements [0.9474618 0.0525382] probability [0.35390044 0.64609956] After improvements [0.90817215 0.09182785] probability [0.46398161 0.53601839] After improvements [0.94747968 0.05252032] probability [0.70764424 0.29235576] After improvements [0.93592017 0.06407983] probability [0.87315054 0.12684946] After improvements [0.9463251 0.0536749] probability [0.59342308 0.40657692] After improvements [0.94754729 0.05245271] probability [0.44285384 0.55714616] After improvements [0.92149887 0.07850113] probability [0.63121505 0.36878495] After improvements [0.94754729 0.05245271] probability [0.7187759 0.2812241] After improvements [0.94701663 0.05298337] probability [0.10118783 0.89881217] After improvements [0.87153783 0.12846217] probability [0.60694626 0.39305374] After improvements [0.94109606 0.05890394] probability [0.59670486 0.40329514] After improvements [0.90935772 0.09064228] probability [0.67875239 0.32124761] After improvements [0.91564264 0.08435736] probability [0.48259672 0.51740328] After improvements [0.90187093 0.09812907] probability [0.4022906 0.5977094] After improvements [0.89478156 0.10521844] probability [0.64388844 0.35611156] After improvements [0.95812325 0.04187675] probability [0.25956892 0.74043108] After improvements [0.80435678 0.19564322] probability [0.37302117 0.62697883] After improvements [0.91888486 0.08111514] probability [0.45116794 0.54883206] After improvements [0.9293975 0.0706025] probability [0.57388519 0.42611481] After improvements [0.92838498 0.07161502] probability [0.65227664 0.34772336] After improvements [0.95639075 0.04360925] probability [0.44457916 0.55542084] After improvements [0.91529066 0.08470934] probability [0.50826299 0.49173701] After improvements [0.92301143 0.07698857] probability [0.53221018 0.46778982] After improvements [0.92301664 0.07698336] probability [0.61881593 0.38118407] After improvements [0.92731105 0.07268895] probability [0.34283165 0.65716835] After improvements [0.83507971 0.16492029] probability [0.4298643 0.5701357] After improvements [0.944262 0.055738] probability [0.18917725 0.81082275] After improvements [0.82149458 0.17850542] probability [0.60703341 0.39296659] After improvements [0.92553271 0.07446729] probability [0.34672425 0.65327575] After improvements [0.88717399 0.11282601] probability [0.39279604 0.60720396] After improvements [0.92669601 0.07330399] probability [0.54460902 0.45539098] After improvements [0.86451039 0.13548961] probability [0.48412405 0.51587595] After improvements [0.93300728 0.06699272] probability [0.48964914 0.51035086] After improvements [0.91501784 0.08498216] probability [0.25964421 0.74035579] After improvements [0.91656628 0.08343372] probability [0.54997101 0.45002899] After improvements [0.93097107 0.06902893] probability [0.18343269 0.81656731] After improvements [0.87734713 0.12265287] probability [0.34926056 0.65073944] After improvements [0.8428562 0.1571438] probability [0.30020532 0.69979468] After improvements [0.81642031 0.18357969] probability [0.32599092 0.67400908] After improvements [0.8752836 0.1247164] probability [0.239648 0.760352] After improvements [0.89784904 0.10215096] probability [0.44737512 0.55262488] After improvements [0.90516907 0.09483093] probability [0.72957859 0.27042141] After improvements [0.96477094 0.03522906] probability [0.60292374 0.39707626] After improvements [0.94978964 0.05021036] probability [0.16553265 0.83446735] After improvements [0.88337494 0.11662506] probability [0.66077995 0.33922005] After improvements [0.95927727 0.04072273] probability [0.53099742 0.46900258] After improvements [0.91162349 0.08837651] probability [0.29038094 0.70961906] After improvements [0.89200824 0.10799176] probability [0.34655501 0.65344499] After improvements [0.8636639 0.1363361] probability [0.35866524 0.64133476] After improvements [0.90467353 0.09532647] probability [0.86160253 0.13839747] After improvements [0.9736252 0.0263748] probability [0.24567004 0.75432996] After improvements [0.90588384 0.09411616] probability [0.24583147 0.75416853] After improvements [0.88189252 0.11810748] probability [0.88044858 0.11955142] After improvements [0.97876586 0.02123414] probability [0.82564047 0.17435953] After improvements [0.97420239 0.02579761] probability [0.58252328 0.41747672] After improvements [0.91787541 0.08212459] probability [0.25806061 0.74193939] After improvements [0.87532468 0.12467532] probability [0.45171535 0.54828465] After improvements [0.92195555 0.07804445] probability [0.6366995 0.3633005] After improvements [0.92466603 0.07533397] probability [0.81455055 0.18544945] After improvements [0.96145334 0.03854666] probability [0.12608841 0.87391159] After improvements [0.82668658 0.17331342] probability [0.5963426 0.4036574] After improvements [0.91282491 0.08717509] probability [0.66129208 0.33870792] After improvements [0.96411096 0.03588904] probability [0.49987616 0.50012384] After improvements [0.94259813 0.05740187] probability [0.48920449 0.51079551] After improvements [0.91646022 0.08353978] probability [0.09543274 0.90456726] After improvements [0.8608086 0.1391914] probability [0.25674459 0.74325541] After improvements [0.87851383 0.12148617] probability [0.33668297 0.66331703] After improvements [0.89837823 0.10162177] probability [0.25338144 0.74661856] After improvements [0.85160518 0.14839482] probability [0.6490466 0.3509534] After improvements [0.92640824 0.07359176] probability [0.3806616 0.6193384] After improvements [0.87398843 0.12601157] probability [0.41732053 0.58267947] After improvements [0.84426185 0.15573815] probability [0.54839439 0.45160561] After improvements [0.92332117 0.07667883] probability [0.3798485 0.6201515] After improvements [0.82468584 0.17531416] probability [0.4720141 0.5279859] After improvements [0.8599215 0.1400785] probability [0.4235569 0.5764431] After improvements [0.90425694 0.09574306] probability [0.25383428 0.74616572] After improvements [0.85624797 0.14375203] probability [0.31382118 0.68617882] After improvements [0.89347599 0.10652401] probability [0.64414787 0.35585213] After improvements [0.95816863 0.04183137] probability [0.3719564 0.6280436] After improvements [0.87183271 0.12816729] probability [0.58760944 0.41239056] After improvements [0.94180882 0.05819118] probability [0.67599121 0.32400879] After improvements [0.96198015 0.03801985] probability [0.82846698 0.17153302] After improvements [0.9787192 0.0212808] probability [0.40702392 0.59297608] After improvements [0.91562483 0.08437517] probability [0.40850658 0.59149342] After improvements [0.90072683 0.09927317] probability [0.31706898 0.68293102] After improvements [0.8446854 0.1553146] probability [0.58295605 0.41704395] After improvements [0.93354292 0.06645708] probability [0.61473175 0.38526825] After improvements [0.93427279 0.06572721] probability [0.40430209 0.59569791] After improvements [0.92348132 0.07651868] probability [0.67387498 0.32612502] After improvements [0.93328834 0.06671166] probability [0.39416652 0.60583348] After improvements [0.92386057 0.07613943] probability [0.15874291 0.84125709] After improvements [0.83655047 0.16344953] probability [0.75605278 0.24394722] After improvements [0.94846662 0.05153338] probability [0.42779231 0.57220769] After improvements [0.89571858 0.10428142] probability [0.22306677 0.77693323] After improvements [0.88012041 0.11987959] probability [0.25087582 0.74912418] After improvements [0.81716682 0.18283318] probability [0.17653564 0.82346436] After improvements [0.86324833 0.13675167] probability [0.38541759 0.61458241] After improvements [0.9066596 0.0933404] probability [0.32598234 0.67401766] After improvements [0.89951065 0.10048935] probability [0.50378457 0.49621543] After improvements [0.93622923 0.06377077] probability [0.88964049 0.11035951] After improvements [0.97548849 0.02451151] probability [0.33067827 0.66932173] After improvements [0.87211816 0.12788184] probability [0.57217974 0.42782026] After improvements [0.89985013 0.10014987] probability [0.37663649 0.62336351] After improvements [0.8265378 0.1734622] probability [0.38331465 0.61668535] After improvements [0.91248715 0.08751285] probability [0.161812 0.838188] After improvements [0.87580239 0.12419761] probability [0.17648719 0.82351281] After improvements [0.86834897 0.13165103] probability [0.56812105 0.43187895] After improvements [0.94786722 0.05213278] probability [0.32901693 0.67098307] After improvements [0.86961891 0.13038109] probability [0.18144795 0.81855205] After improvements [0.88211013 0.11788987] probability [0.21468471 0.78531529] After improvements [0.81341577 0.18658423] probability [0.35390516 0.64609484] After improvements [0.90118263 0.09881737] probability [0.5299384 0.4700616] After improvements [0.91258971 0.08741029] probability [0.61115563 0.38884437] After improvements [0.92348002 0.07651998] probability [0.40814826 0.59185174] After improvements [0.92565813 0.07434187] probability [0.40645524 0.59354476] After improvements [0.92924572 0.07075428] probability [0.45380088 0.54619912] After improvements [0.94013178 0.05986822] probability [0.23151015 0.76848985] After improvements [0.8079669 0.1920331] probability [0.40578907 0.59421093] After improvements [0.93468935 0.06531065] probability [0.491611 0.508389] After improvements [0.92233869 0.07766131] probability [0.39378323 0.60621677] After improvements [0.92225707 0.07774293] probability [0.18764269 0.81235731] After improvements [0.85755835 0.14244165] probability [0.55491043 0.44508957] After improvements [0.95558413 0.04441587] probability [0.72601959 0.27398041] After improvements [0.95755868 0.04244132] probability [0.26414719 0.73585281] After improvements [0.86112613 0.13887387] probability [0.62743986 0.37256014] After improvements [0.95408994 0.04591006] probability [0.47783981 0.52216019] After improvements [0.9044186 0.0955814] probability [0.57607931 0.42392069] After improvements [0.91437576 0.08562424] probability [0.47963048 0.52036952] After improvements [0.91568192 0.08431808] probability [0.26337399 0.73662601] After improvements [0.83252322 0.16747678] probability [0.36896299 0.63103701] After improvements [0.91577307 0.08422693] probability [0.44699977 0.55300023] After improvements [0.93254071 0.06745929] probability [0.26895758 0.73104242] After improvements [0.82067769 0.17932231] probability [0.10072441 0.89927559] After improvements [0.82646126 0.17353874] probability [0.42549597 0.57450403] After improvements [0.89055381 0.10944619] probability [0.39255884 0.60744116] After improvements [0.86609343 0.13390657] probability [0.2091016 0.7908984] After improvements [0.82291038 0.17708962] probability [0.48746481 0.51253519] After improvements [0.9458934 0.0541066] probability [0.46726264 0.53273736] After improvements [0.90237544 0.09762456] probability [0.84337075 0.15662925] After improvements [0.97443991 0.02556009] probability [0.63220713 0.36779287] After improvements [0.95460077 0.04539923] probability [0.26937013 0.73062987] After improvements [0.85956281 0.14043719] probability [0.40115762 0.59884238] After improvements [0.90267621 0.09732379] probability [0.13537008 0.86462992] After improvements [0.82564155 0.17435845] probability [0.66776997 0.33223003] After improvements [0.93586986 0.06413014] probability [0.42481888 0.57518112] After improvements [0.92663867 0.07336133] probability [0.72779372 0.27220628] After improvements [0.90747914 0.09252086] probability [0.39202622 0.60797378] After improvements [0.91582396 0.08417604] probability [0.48641607 0.51358393] After improvements [0.84262025 0.15737975] probability [0.18808447 0.81191553] After improvements [0.85995651 0.14004349] probability [0.26302883 0.73697117] After improvements [0.86012002 0.13987998] probability [0.83917571 0.16082429] After improvements [0.97399366 0.02600634] probability [0.22115279 0.77884721] After improvements [0.83797243 0.16202757] probability [0.23529109 0.76470891] After improvements [0.84274197 0.15725803] probability [0.50489611 0.49510389] After improvements [0.87781605 0.12218395] probability [0.43096446 0.56903554] After improvements [0.90538582 0.09461418] probability [0.39707055 0.60292945] After improvements [0.87485473 0.12514527] probability [0.64992338 0.35007662] After improvements [0.94960892 0.05039108] probability [0.17925802 0.82074198] After improvements [0.80525601 0.19474399] probability [0.45686258 0.54313742] After improvements [0.91760555 0.08239445] probability [0.16977745 0.83022255] After improvements [0.85634969 0.14365031] probability [0.67348138 0.32651862] After improvements [0.94670074 0.05329926] probability [0.21301151 0.78698849] After improvements [0.82909638 0.17090362] probability [0.64944186 0.35055814] After improvements [0.94670074 0.05329926] probability [0.44114376 0.55885624] After improvements [0.93761692 0.06238308] probability [0.4116251 0.5883749] After improvements [0.9034096 0.0965904] probability [0.20590007 0.79409993] After improvements [0.80223985 0.19776015] probability [0.44380315 0.55619685] After improvements [0.91561038 0.08438962] probability [0.29896666 0.70103334] After improvements [0.88813897 0.11186103] probability [0.53768846 0.46231154] After improvements [0.90474989 0.09525011] probability [0.11457486 0.88542514] After improvements [0.8667911 0.1332089] probability [0.3950623 0.6049377] After improvements [0.93593079 0.06406921] probability [0.35750075 0.64249925] After improvements [0.91562483 0.08437517] probability [0.4293665 0.5706335] After improvements [0.89178838 0.10821162] probability [0.47770045 0.52229955] After improvements [0.86702957 0.13297043] probability [0.48719928 0.51280072] After improvements [0.9055201 0.0944799] probability [0.63180575 0.36819425] After improvements [0.9446117 0.0553883] probability [0.33388704 0.66611296] After improvements [0.90867275 0.09132725] probability [0.45175241 0.54824759] After improvements [0.93916062 0.06083938] probability [0.35993557 0.64006443] After improvements [0.90908745 0.09091255] probability [0.29309458 0.70690542] After improvements [0.88824237 0.11175763] probability [0.25047025 0.74952975] After improvements [0.86814216 0.13185784] probability [0.68281603 0.31718397] After improvements [0.93986754 0.06013246] probability [0.33124216 0.66875784] After improvements [0.89214038 0.10785962] probability [0.66277068 0.33722932] After improvements [0.95832436 0.04167564] probability [0.46910642 0.53089358] After improvements [0.94350595 0.05649405] probability [0.62879949 0.37120051] After improvements [0.95693587 0.04306413] probability [0.43726436 0.56273564] After improvements [0.94496152 0.05503848] probability [0.47422549 0.52577451] After improvements [0.87635803 0.12364197] probability [0.2482694 0.7517306] After improvements [0.86956199 0.13043801] probability [0.50928742 0.49071258] After improvements [0.90795623 0.09204377] probability [0.47317365 0.52682635] After improvements [0.94107617 0.05892383] probability [0.11964294 0.88035706] After improvements [0.80101321 0.19898679] probability [0.45767895 0.54232105] After improvements [0.87264381 0.12735619] probability [0.19477257 0.80522743] After improvements [0.86282147 0.13717853] probability [0.8597872 0.1402128] After improvements [0.96774334 0.03225666] probability [0.10683717 0.89316283] After improvements [0.81347083 0.18652917] probability [0.34712047 0.65287953] After improvements [0.87004928 0.12995072] probability [0.23847877 0.76152123] After improvements [0.86583914 0.13416086] probability [0.42084385 0.57915615] After improvements [0.93887857 0.06112143] probability [0.62067467 0.37932533] After improvements [0.9555483 0.0444517] probability [0.6056083 0.3943917] After improvements [0.9471782 0.0528218] probability [0.41995289 0.58004711] After improvements [0.89293299 0.10706701] probability [0.35185561 0.64814439] After improvements [0.88783658 0.11216342] probability [0.37333365 0.62666635] After improvements [0.91074295 0.08925705] probability [0.28523659 0.71476341] After improvements [0.81085188 0.18914812] probability [0.58808525 0.41191475] After improvements [0.94584131 0.05415869] probability [0.18991743 0.81008257] After improvements [0.86272752 0.13727248] probability [0.24252558 0.75747442] After improvements [0.85091869 0.14908131] probability [0.35091847 0.64908153] After improvements [0.91568152 0.08431848] probability [0.62197769 0.37802231] After improvements [0.97037309 0.02962691] probability [0.1818424 0.8181576] After improvements [0.81561312 0.18438688] probability [0.34478368 0.65521632] After improvements [0.80998233 0.19001767] probability [0.33442043 0.66557957] After improvements [0.89505836 0.10494164] probability [0.48669566 0.51330434] After improvements [0.92073417 0.07926583] probability [0.4261031 0.5738969] After improvements [0.90648848 0.09351152] probability [0.34207136 0.65792864] After improvements [0.82731524 0.17268476] probability [0.38566131 0.61433869] After improvements [0.92408838 0.07591162] probability [0.46627681 0.53372319] After improvements [0.94292319 0.05707681] probability [0.3321876 0.6678124] After improvements [0.9012113 0.0987887] probability [0.36606373 0.63393627] After improvements [0.87880187 0.12119813] probability [0.52009074 0.47990926] After improvements [0.92251851 0.07748149] probability [0.61436401 0.38563599] After improvements [0.97219293 0.02780707] probability [0.89369395 0.10630605] After improvements [0.98136635 0.01863365] probability [0.33783331 0.66216669] After improvements [0.90422747 0.09577253] probability [0.4804989 0.5195011] After improvements [0.94528124 0.05471876] probability [0.6454972 0.3545028] After improvements [0.95405122 0.04594878] probability [0.29654277 0.70345723] After improvements [0.89222886 0.10777114] probability [0.81286847 0.18713153] After improvements [0.96764481 0.03235519] probability [0.59540046 0.40459954] After improvements [0.94983941 0.05016059] probability [0.34070461 0.65929539] After improvements [0.8928448 0.1071552] probability [0.5290586 0.4709414] After improvements [0.93072335 0.06927665] probability [0.42482386 0.57517614] After improvements [0.95222938 0.04777062] probability [0.42912539 0.57087461] After improvements [0.89961882 0.10038118] probability [0.41030798 0.58969202] After improvements [0.88070161 0.11929839] probability [0.54866623 0.45133377] After improvements [0.93170595 0.06829405] probability [0.34311565 0.65688435] After improvements [0.94141161 0.05858839] probability [0.34947277 0.65052723] After improvements [0.91169145 0.08830855] probability [0.506559 0.493441] After improvements [0.91376788 0.08623212] probability [0.72278463 0.27721537] After improvements [0.95376303 0.04623697] probability [0.59421434 0.40578566] After improvements [0.88926533 0.11073467] probability [0.42604437 0.57395563] After improvements [0.87228259 0.12771741] probability [0.76097518 0.23902482] After improvements [0.95919312 0.04080688] probability [0.23889035 0.76110965] After improvements [0.82917915 0.17082085] probability [0.44799621 0.55200379] After improvements [0.90182736 0.09817264] probability [0.34707641 0.65292359] After improvements [0.8811702 0.1188298] probability [0.17547556 0.82452444] After improvements [0.8768125 0.1231875] probability [0.62596817 0.37403183] After improvements [0.91901381 0.08098619] probability [0.41768994 0.58231006] After improvements [0.92667287 0.07332713] probability [0.52423484 0.47576516] After improvements [0.92399411 0.07600589] probability [0.21062712 0.78937288] After improvements [0.880541 0.119459] probability [0.40047506 0.59952494] After improvements [0.87561583 0.12438417] probability [0.87713971 0.12286029] After improvements [0.95775351 0.04224649] probability [0.34770487 0.65229513] After improvements [0.91731484 0.08268516] probability [0.54530148 0.45469852] After improvements [0.92408838 0.07591162] probability [0.32030738 0.67969262] After improvements [0.89643233 0.10356767] probability [0.57158955 0.42841045] After improvements [0.95920327 0.04079673] probability [0.19259796 0.80740204] After improvements [0.82415103 0.17584897] probability [0.2763963 0.7236037] After improvements [0.8856112 0.1143888] probability [0.41940757 0.58059243] After improvements [0.86873921 0.13126079] probability [0.19254357 0.80745643] After improvements [0.80372519 0.19627481] probability [0.2350281 0.7649719] After improvements [0.84631284 0.15368716] probability [0.56543447 0.43456553] After improvements [0.93489997 0.06510003] probability [0.14097562 0.85902438] After improvements [0.85737767 0.14262233] probability [0.4511761 0.5488239] After improvements [0.90795623 0.09204377] probability [0.30590385 0.69409615] After improvements [0.89106278 0.10893722] probability [0.7386037 0.2613963] After improvements [0.93735459 0.06264541] probability [0.69445199 0.30554801] After improvements [0.96528049 0.03471951] probability [0.29660661 0.70339339] After improvements [0.84442151 0.15557849] probability [0.50553504 0.49446496] After improvements [0.9287646 0.0712354] probability [0.29859157 0.70140843] After improvements [0.86518412 0.13481588] probability [0.53841047 0.46158953] After improvements [0.93167963 0.06832037] probability [0.61325253 0.38674747] After improvements [0.93707993 0.06292007] probability [0.20939088 0.79060912] After improvements [0.87755326 0.12244674] probability [0.73219295 0.26780705] After improvements [0.96026689 0.03973311] probability [0.32369423 0.67630577] After improvements [0.90111924 0.09888076] probability [0.46740827 0.53259173] After improvements [0.93859499 0.06140501] probability [0.70876702 0.29123298] After improvements [0.94754729 0.05245271] probability [0.31855156 0.68144844] After improvements [0.90798313 0.09201687] probability [0.29254059 0.70745941] After improvements [0.85341622 0.14658378] probability [0.73145587 0.26854413] After improvements [0.96113252 0.03886748] probability [0.10310503 0.89689497] After improvements [0.87914125 0.12085875] probability [0.16777464 0.83222536] After improvements [0.85749906 0.14250094] probability [0.18520742 0.81479258] After improvements [0.87274366 0.12725634] probability [0.76286321 0.23713679] After improvements [0.96355239 0.03644761] probability [0.45876754 0.54123246] After improvements [0.93555796 0.06444204] probability [0.49488699 0.50511301] After improvements [0.91010786 0.08989214] probability [0.2520647 0.7479353] After improvements [0.86769305 0.13230695] probability [0.62571485 0.37428515] After improvements [0.91882195 0.08117805] probability [0.35720495 0.64279505] After improvements [0.91707878 0.08292122] probability [0.41735705 0.58264295] After improvements [0.89889294 0.10110706] probability [0.2226957 0.7773043] After improvements [0.83215488 0.16784512] probability [0.17064372 0.82935628] After improvements [0.88623835 0.11376165] probability [0.35347391 0.64652609] After improvements [0.90660676 0.09339324] probability [0.51778583 0.48221417] After improvements [0.89413037 0.10586963] probability [0.36911265 0.63088735] After improvements [0.8679703 0.1320297] probability [0.06911019 0.93088981] After improvements [0.83525939 0.16474061] probability [0.52415315 0.47584685] After improvements [0.91032099 0.08967901] probability [0.50662643 0.49337357] After improvements [0.9077092 0.0922908] probability [0.74185763 0.25814237] After improvements [0.97017449 0.02982551] probability [0.31580357 0.68419643] After improvements [0.86256303 0.13743697] probability [0.51363579 0.48636421] After improvements [0.8817128 0.1182872] probability [0.21358837 0.78641163] After improvements [0.82495765 0.17504235] probability [0.45516184 0.54483816] After improvements [0.93458513 0.06541487] probability [0.36356855 0.63643145] After improvements [0.91430823 0.08569177] probability [0.3691163 0.6308837] After improvements [0.85986626 0.14013374] probability [0.38374824 0.61625176] After improvements [0.82402034 0.17597966] probability [0.4110111 0.5889889] After improvements [0.87273677 0.12726323] probability [0.54158635 0.45841365] After improvements [0.93820035 0.06179965] probability [0.4099301 0.5900699] After improvements [0.89804239 0.10195761] probability [0.16460904 0.83539096] After improvements [0.88334406 0.11665594] probability [0.36620067 0.63379933] After improvements [0.9080987 0.0919013] probability [0.31648951 0.68351049] After improvements [0.85136672 0.14863328] probability [0.30796642 0.69203358] After improvements [0.89868227 0.10131773] probability [0.38883059 0.61116941] After improvements [0.81017267 0.18982733] probability [0.64951827 0.35048173] After improvements [0.93333489 0.06666511] probability [0.23655375 0.76344625] After improvements [0.90482213 0.09517787] probability [0.35903962 0.64096038] After improvements [0.90560774 0.09439226] probability [0.17199583 0.82800417] After improvements [0.84409386 0.15590614] probability [0.36508643 0.63491357] After improvements [0.90947171 0.09052829] probability [0.19023233 0.80976767] After improvements [0.82880704 0.17119296] probability [0.15483264 0.84516736] After improvements [0.83446873 0.16553127] probability [0.40027898 0.59972102] After improvements [0.90125938 0.09874062] probability [0.46673549 0.53326451] After improvements [0.92873502 0.07126498] probability [0.48811424 0.51188576] After improvements [0.9447026 0.0552974] probability [0.55602723 0.44397277] After improvements [0.94107617 0.05892383] probability [0.64325384 0.35674616] After improvements [0.93758746 0.06241254] probability [0.3672149 0.6327851] After improvements [0.87162684 0.12837316] probability [0.59368913 0.40631087] After improvements [0.93843818 0.06156182] probability [0.42798237 0.57201763] After improvements [0.89395979 0.10604021] probability [0.81666394 0.18333606] After improvements [0.96818483 0.03181517] probability [0.14676416 0.85323584] After improvements [0.86238069 0.13761931] probability [0.35176339 0.64823661] After improvements [0.91504841 0.08495159] probability [0.72798334 0.27201666] After improvements [0.96804285 0.03195715] probability [0.61950564 0.38049436] After improvements [0.93281067 0.06718933] probability [0.61755504 0.38244496] After improvements [0.92396648 0.07603352] probability [0.152807 0.847193] After improvements [0.84083286 0.15916714] probability [0.35693285 0.64306715] After improvements [0.90560617 0.09439383] probability [0.23280244 0.76719756] After improvements [0.86655163 0.13344837] probability [0.52035335 0.47964665] After improvements [0.91774534 0.08225466] probability [0.53371233 0.46628767] After improvements [0.90059548 0.09940452] probability [0.50489178 0.49510822] After improvements [0.8977669 0.1022331] probability [0.23059643 0.76940357] After improvements [0.85117312 0.14882688] probability [0.279643 0.720357] After improvements [0.8796716 0.1203284] probability [0.62322348 0.37677652] After improvements [0.94386798 0.05613202] probability [0.46717984 0.53282016] After improvements [0.90247763 0.09752237] probability [0.73913466 0.26086534] After improvements [0.93281067 0.06718933] probability [0.23680262 0.76319738] After improvements [0.84197785 0.15802215] probability [0.35920893 0.64079107] After improvements [0.91433633 0.08566367] probability [0.38148549 0.61851451] After improvements [0.82731727 0.17268273] probability [0.40192763 0.59807237] After improvements [0.85779153 0.14220847] probability [0.43959741 0.56040259] After improvements [0.897131 0.102869] probability [0.10957996 0.89042004] After improvements [0.86541551 0.13458449] probability [0.25052518 0.74947482] After improvements [0.86176331 0.13823669] probability [0.36658229 0.63341771] After improvements [0.88781487 0.11218513] probability [0.24990348 0.75009652] After improvements [0.84530833 0.15469167] probability [0.13482462 0.86517538] After improvements [0.80059321 0.19940679] probability [0.25120688 0.74879312] After improvements [0.8762626 0.1237374] probability [0.27471235 0.72528765] After improvements [0.91110633 0.08889367] probability [0.28536541 0.71463459] After improvements [0.86868482 0.13131518] probability [0.56010459 0.43989541] After improvements [0.92645683 0.07354317] probability [0.51194975 0.48805025] After improvements [0.90990312 0.09009688] probability [0.59435007 0.40564993] After improvements [0.91752304 0.08247696] probability [0.15590384 0.84409616] After improvements [0.87203715 0.12796285] probability [0.34893169 0.65106831] After improvements [0.88555586 0.11444414] probability [0.3985701 0.6014299] After improvements [0.89922823 0.10077177] probability [0.58114749 0.41885251] After improvements [0.92348002 0.07651998] probability [0.49390966 0.50609034] After improvements [0.91091985 0.08908015] probability [0.30486999 0.69513001] After improvements [0.88646654 0.11353346] probability [0.48432524 0.51567476] After improvements [0.94350595 0.05649405] probability [0.31102575 0.68897425] After improvements [0.88974218 0.11025782] probability [0.38378083 0.61621917] After improvements [0.90245482 0.09754518] probability [0.29559203 0.70440797] After improvements [0.89533507 0.10466493] probability [0.2296402 0.7703598] After improvements [0.84285377 0.15714623] probability [0.62111563 0.37888437] After improvements [0.91478186 0.08521814] probability [0.41920554 0.58079446] After improvements [0.92701594 0.07298406] probability [0.33447258 0.66552742] After improvements [0.82219308 0.17780692] probability [0.20690953 0.79309047] After improvements [0.82558801 0.17441199] probability [0.37016571 0.62983429] After improvements [0.89187176 0.10812824] probability [0.26737102 0.73262898] After improvements [0.82752446 0.17247554] probability [0.03558033 0.96441967] [0.20428263 0.79571737] After improvements [0.83824335 0.16175665] probability [0.19058541 0.80941459] After improvements [0.86915125 0.13084875] probability [0.70123383 0.29876617] After improvements [0.92885476 0.07114524] probability [0.91644544 0.08355456] After improvements [0.98627442 0.01372558] probability [0.26796767 0.73203233] After improvements [0.87244151 0.12755849] probability [0.16688936 0.83311064] After improvements [0.80137367 0.19862633] probability [0.1202129 0.8797871] After improvements [0.84386072 0.15613928] probability [0.29886801 0.70113199] After improvements [0.86524693 0.13475307] probability [0.44467155 0.55532845] After improvements [0.92125482 0.07874518] probability [0.5707742 0.4292258] After improvements [0.90516402 0.09483598] probability [0.47146909 0.52853091] After improvements [0.89774432 0.10225568] probability [0.92946257 0.07053743] After improvements [0.98803105 0.01196895] probability [0.81360058 0.18639942] After improvements [0.97070935 0.02929065] probability [0.76411712 0.23588288] After improvements [0.9622017 0.0377983] probability [0.48889355 0.51110645] After improvements [0.94844792 0.05155208] probability [0.49616634 0.50383366] After improvements [0.94936902 0.05063098] probability [0.67471003 0.32528997] After improvements [0.94346224 0.05653776] probability [0.5656411 0.4343589] After improvements [0.93367089 0.06632911] probability [0.92520242 0.07479758] After improvements [0.97814624 0.02185376] probability [0.53466646 0.46533354] After improvements [0.94511161 0.05488839] probability [0.89735511 0.10264489] After improvements [0.98248959 0.01751041] probability [0.18334758 0.81665242] After improvements [0.87569057 0.12430943] probability [0.93560451 0.06439549] After improvements [0.98381785 0.01618215] probability [0.80709431 0.19290569] After improvements [0.95744031 0.04255969] probability [0.31880077 0.68119923] After improvements [0.89564779 0.10435221] probability [0.48545062 0.51454938] After improvements [0.92233962 0.07766038] probability [0.34555216 0.65444784] After improvements [0.89394003 0.10605997] probability [0.55052964 0.44947036] After improvements [0.93033013 0.06966987] probability [0.56701616 0.43298384] After improvements [0.89972537 0.10027463] probability [0.78736228 0.21263772] After improvements [0.95716126 0.04283874] probability [0.84199796 0.15800204] After improvements [0.9709175 0.0290825] probability [0.19000297 0.80999703] After improvements [0.84189463 0.15810537] probability [0.10180141 0.89819859] After improvements [0.87987131 0.12012869] probability [0.34969364 0.65030636] After improvements [0.91102239 0.08897761] probability [0.39606624 0.60393376] After improvements [0.92102122 0.07897878] probability [0.38710244 0.61289756] After improvements [0.8861311 0.1138689] probability [0.23536149 0.76463851] After improvements [0.86083909 0.13916091] probability [0.25375055 0.74624945] After improvements [0.8602555 0.1397445] probability [0.52803268 0.47196732] After improvements [0.92337148 0.07662852] probability [0.37164913 0.62835087] After improvements [0.8407107 0.1592893] probability [0.42024485 0.57975515] After improvements [0.92389182 0.07610818] probability [0.53458185 0.46541815] After improvements [0.88928805 0.11071195] probability [0.69125689 0.30874311] After improvements [0.93820035 0.06179965] probability [0.42060105 0.57939895] After improvements [0.931216 0.068784] probability [0.19370955 0.80629045] After improvements [0.83565282 0.16434718] probability [0.56452887 0.43547113] After improvements [0.89973546 0.10026454] probability [0.26735508 0.73264492] After improvements [0.85392178 0.14607822] probability [0.32005667 0.67994333] After improvements [0.89054488 0.10945512] probability [0.23004392 0.76995608] After improvements [0.87813576 0.12186424] probability [0.62923871 0.37076129] After improvements [0.94440026 0.05559974] probability [0.47163644 0.52836356] After improvements [0.89828678 0.10171322] probability [0.61587069 0.38412931] After improvements [0.94972448 0.05027552] probability [0.25907928 0.74092072] After improvements [0.87356979 0.12643021] probability [0.36726705 0.63273295] After improvements [0.91675919 0.08324081] probability [0.50196893 0.49803107] After improvements [0.92662525 0.07337475] probability [0.28264759 0.71735241] After improvements [0.80852198 0.19147802] probability [0.4775601 0.5224399] After improvements [0.9275003 0.0724997] probability [0.32039993 0.67960007] After improvements [0.90368738 0.09631262] probability [0.6280535 0.3719465] After improvements [0.89315168 0.10684832] probability [0.49178357 0.50821643] After improvements [0.91884362 0.08115638] probability [0.69183086 0.30816914] After improvements [0.9755265 0.0244735] probability [0.4764765 0.5235235] After improvements [0.8976839 0.1023161] probability [0.63930198 0.36069802] After improvements [0.92616335 0.07383665] probability [0.17138781 0.82861219] After improvements [0.88295354 0.11704646] probability [0.59521551 0.40478449] After improvements [0.94013178 0.05986822] probability [0.21714246 0.78285754] After improvements [0.82411407 0.17588593] probability [0.44533398 0.55466602] After improvements [0.9165262 0.0834738] probability [0.80370167 0.19629833] After improvements [0.96049608 0.03950392] probability [0.62575634 0.37424366] After improvements [0.95412689 0.04587311] probability [0.6687268 0.3312732] After improvements [0.9468935 0.0531065] probability [0.20147588 0.79852412] After improvements [0.81225945 0.18774055] probability [0.78083127 0.21916873] After improvements [0.94167662 0.05832338] probability [0.23733335 0.76266665] After improvements [0.85587248 0.14412752] probability [0.13794593 0.86205407] After improvements [0.82307595 0.17692405] probability [0.55994583 0.44005417] After improvements [0.941443 0.058557] probability [0.19407279 0.80592721] After improvements [0.82347179 0.17652821] probability [0.78859804 0.21140196] After improvements [0.95181591 0.04818409] probability [0.15633885 0.84366115] After improvements [0.86734198 0.13265802] probability [0.42999683 0.57000317] After improvements [0.94205494 0.05794506] probability [0.58361605 0.41638395] After improvements [0.90560819 0.09439181] probability [0.42236172 0.57763828] After improvements [0.9285815 0.0714185] probability [0.29274872 0.70725128] After improvements [0.88812474 0.11187526] probability [0.7982234 0.2017766] After improvements [0.97731218 0.02268782] probability [0.16123392 0.83876608] After improvements [0.80457846 0.19542154] probability [0.33348691 0.66651309] After improvements [0.84642495 0.15357505] probability [0.27661442 0.72338558] After improvements [0.85840127 0.14159873] probability [0.37521372 0.62478628] After improvements [0.92026172 0.07973828] probability [0.34356878 0.65643122] After improvements [0.90400424 0.09599576] probability [0.16672252 0.83327748] After improvements [0.88597178 0.11402822] probability [0.60381158 0.39618842] After improvements [0.91711798 0.08288202] probability [0.2389052 0.7610948] After improvements [0.85316284 0.14683716] probability [0.53217662 0.46782338] After improvements [0.93071609 0.06928391] probability [0.39705129 0.60294871] After improvements [0.92348132 0.07651868] probability [0.86712574 0.13287426] After improvements [0.97167903 0.02832097] probability [0.27657457 0.72342543] After improvements [0.87307705 0.12692295] probability [0.14807116 0.85192884] After improvements [0.8425275 0.1574725] probability [0.2958179 0.7041821] After improvements [0.87626061 0.12373939] probability [0.56711741 0.43288259] After improvements [0.9178387 0.0821613] probability [0.23462565 0.76537435] After improvements [0.86650184 0.13349816] probability [0.39358235 0.60641765] After improvements [0.92026172 0.07973828] probability [0.74901626 0.25098374] After improvements [0.95408914 0.04591086] probability [0.21541571 0.78458429] After improvements [0.84167541 0.15832459] probability [0.45461508 0.54538492] After improvements [0.89946134 0.10053866] probability [0.3762629 0.6237371] After improvements [0.89410977 0.10589023] probability [0.36190741 0.63809259] After improvements [0.89187155 0.10812845] probability [0.4340545 0.5659455] After improvements [0.93158951 0.06841049] probability [0.48992064 0.51007936] After improvements [0.90125386 0.09874614] probability [0.14400466 0.85599534] After improvements [0.84233057 0.15766943] probability [0.35440885 0.64559115] After improvements [0.84209253 0.15790747] probability [0.40048269 0.59951731] After improvements [0.93004393 0.06995607] probability [0.11774808 0.88225192] After improvements [0.8106806 0.1893194] probability [0.3303156 0.6696844] After improvements [0.87123841 0.12876159] probability [0.34348812 0.65651188] After improvements [0.85295085 0.14704915] probability [0.22116003 0.77883997] After improvements [0.83877301 0.16122699] probability [0.48654818 0.51345182] After improvements [0.87455989 0.12544011] probability [0.72244991 0.27755009] After improvements [0.96242624 0.03757376] probability [0.30284712 0.69715288] After improvements [0.85624537 0.14375463] probability [0.30621362 0.69378638] After improvements [0.81968245 0.18031755] probability [0.57196924 0.42803076] After improvements [0.90413903 0.09586097] probability [0.41712893 0.58287107] After improvements [0.91813531 0.08186469] probability [0.48943353 0.51056647] After improvements [0.90560774 0.09439226] probability [0.17319609 0.82680391] After improvements [0.80509811 0.19490189] probability [0.5339772 0.4660228] After improvements [0.93473804 0.06526196] probability [0.42746827 0.57253173] After improvements [0.92995504 0.07004496] probability [0.26706247 0.73293753] After improvements [0.87576692 0.12423308] probability [0.4054781 0.5945219] After improvements [0.93121482 0.06878518] probability [0.25335504 0.74664496] After improvements [0.8748894 0.1251106] probability [0.40298892 0.59701108] After improvements [0.91626688 0.08373312] probability [0.37424575 0.62575425] After improvements [0.92296245 0.07703755] probability [0.49954905 0.50045095] After improvements [0.91451066 0.08548934] probability [0.27021476 0.72978524] After improvements [0.8749733 0.1250267] probability [0.74625987 0.25374013] After improvements [0.9585263 0.0414737] probability [0.21880572 0.78119428] After improvements [0.81869267 0.18130733] probability [0.438122 0.561878] After improvements [0.88873601 0.11126399] probability [0.36479718 0.63520282] After improvements [0.91692024 0.08307976] probability [0.36768106 0.63231894] After improvements [0.86660247 0.13339753] probability [0.28526963 0.71473037] After improvements [0.89170338 0.10829662] probability [0.32404266 0.67595734] After improvements [0.84001257 0.15998743] probability [0.13551127 0.86448873] After improvements [0.83314119 0.16685881] probability [0.34118251 0.65881749] After improvements [0.83260103 0.16739897] probability [0.38216098 0.61783902] After improvements [0.87137715 0.12862285] probability [0.42017157 0.57982843] After improvements [0.87878411 0.12121589] probability [0.44324656 0.55675344] After improvements [0.93820035 0.06179965] probability [0.36653627 0.63346373] After improvements [0.91990722 0.08009278] probability [0.41285285 0.58714715] After improvements [0.91254954 0.08745046] probability [0.74256744 0.25743256] After improvements [0.95740757 0.04259243] probability [0.48031731 0.51968269] After improvements [0.92452236 0.07547764] probability [0.31596695 0.68403305] After improvements [0.85372272 0.14627728] probability [0.64061323 0.35938677] After improvements [0.92348002 0.07651998] probability [0.66706 0.33294] After improvements [0.94755476 0.05244524] probability [0.85713305 0.14286695] After improvements [0.9658876 0.0341124] probability [0.27451692 0.72548308] After improvements [0.87810376 0.12189624] probability [0.30398895 0.69601105] After improvements [0.92347528 0.07652472] probability [0.63248187 0.36751813] After improvements [0.94774339 0.05225661] probability [0.71632041 0.28367959] After improvements [0.94054376 0.05945624] probability [0.51566862 0.48433138] After improvements [0.91583555 0.08416445] probability [0.46543066 0.53456934] After improvements [0.90252884 0.09747116] probability [0.48717835 0.51282165] After improvements [0.89624955 0.10375045] probability [0.21627624 0.78372376] After improvements [0.81645974 0.18354026] probability [0.54152289 0.45847711] After improvements [0.93060108 0.06939892] probability [0.46958552 0.53041448] After improvements [0.92158549 0.07841451] probability [0.34080222 0.65919778] After improvements [0.85423972 0.14576028] probability [0.83550053 0.16449947] After improvements [0.9618753 0.0381247] probability [0.45515939 0.54484061] After improvements [0.9369287 0.0630713] probability [0.86998476 0.13001524] After improvements [0.98139785 0.01860215] probability [0.26587572 0.73412428] After improvements [0.82454086 0.17545914] probability [0.40370614 0.59629386] After improvements [0.88322989 0.11677011] probability [0.47068398 0.52931602] After improvements [0.93830025 0.06169975] probability [0.51341629 0.48658371] After improvements [0.95258528 0.04741472] probability [0.15282181 0.84717819] After improvements [0.83642856 0.16357144] probability [0.4392315 0.5607685] After improvements [0.93291866 0.06708134] probability [0.58843704 0.41156296] After improvements [0.94438959 0.05561041] probability [0.60090643 0.39909357] After improvements [0.93508407 0.06491593] probability [0.32630388 0.67369612] After improvements [0.91478226 0.08521774] probability [0.68369135 0.31630865] After improvements [0.94017976 0.05982024] probability [0.11883857 0.88116143] After improvements [0.82961045 0.17038955] probability [0.70589782 0.29410218] After improvements [0.97050996 0.02949004] probability [0.1893877 0.8106123] After improvements [0.87731881 0.12268119] probability [0.36844053 0.63155947] After improvements [0.91582396 0.08417604] probability [0.36690936 0.63309064] After improvements [0.87226073 0.12773927] probability [0.72453586 0.27546414] After improvements [0.96433718 0.03566282] probability [0.08959198 0.91040802] After improvements [0.87746199 0.12253801] probability [0.4795895 0.5204105] After improvements [0.91839389 0.08160611] probability [0.3672948 0.6327052] After improvements [0.90182898 0.09817102] probability [0.31144227 0.68855773] After improvements [0.83778173 0.16221827] probability [0.19570037 0.80429963] After improvements [0.87035855 0.12964145] probability [0.7260514 0.2739486] After improvements [0.96336921 0.03663079] probability [0.43884804 0.56115196] After improvements [0.9288471 0.0711529] probability [0.21729165 0.78270835] After improvements [0.88674699 0.11325301] probability [0.29201846 0.70798154] After improvements [0.88172072 0.11827928] probability [0.64839878 0.35160122] After improvements [0.95052552 0.04947448] probability [0.24102238 0.75897762] After improvements [0.86098308 0.13901692] probability [0.14378915 0.85621085] After improvements [0.81307616 0.18692384] probability [0.47249189 0.52750811] After improvements [0.91437576 0.08562424] probability [0.78714278 0.21285722] After improvements [0.96291842 0.03708158] probability [0.21326574 0.78673426] After improvements [0.84082344 0.15917656] probability [0.38980444 0.61019556] After improvements [0.89636247 0.10363753] probability [0.35149559 0.64850441] After improvements [0.90200689 0.09799311] probability [0.74630451 0.25369549] After improvements [0.95052552 0.04947448] probability [0.18074014 0.81925986] After improvements [0.80771456 0.19228544] probability [0.29498822 0.70501178] After improvements [0.81962206 0.18037794] probability [0.37915192 0.62084808] After improvements [0.93071647 0.06928353] probability [0.79044868 0.20955132] After improvements [0.9774863 0.0225137] probability [0.59626193 0.40373807] After improvements [0.91162202 0.08837798] probability [0.34162342 0.65837658] After improvements [0.89720041 0.10279959] probability [0.49325187 0.50674813] After improvements [0.94074125 0.05925875] probability [0.53098632 0.46901368] After improvements [0.9399834 0.0600166] probability [0.32455062 0.67544938] After improvements [0.90146702 0.09853298] probability [0.58253263 0.41746737] After improvements [0.92961808 0.07038192] probability [0.4742156 0.5257844] After improvements [0.87619301 0.12380699] probability [0.33772627 0.66227373] After improvements [0.897131 0.102869] probability [0.33332564 0.66667436] After improvements [0.89875907 0.10124093] probability [0.58321936 0.41678064] After improvements [0.87791744 0.12208256] probability [0.68456959 0.31543041] After improvements [0.96375188 0.03624812] probability [0.45957583 0.54042417] After improvements [0.88816612 0.11183388] probability [0.47336626 0.52663374] After improvements [0.93756647 0.06243353] probability [0.3479336 0.6520664] After improvements [0.90465504 0.09534496] probability [0.45596613 0.54403387] After improvements [0.93066048 0.06933952] probability [0.4512126 0.5487874] After improvements [0.9288471 0.0711529] probability [0.65031072 0.34968928] After improvements [0.95952999 0.04047001] probability [0.53667202 0.46332798] After improvements [0.93825032 0.06174968] probability [0.59200108 0.40799892] After improvements [0.95008453 0.04991547] probability [0.1051108 0.8948892] After improvements [0.85188763 0.14811237] probability [0.4354367 0.5645633] After improvements [0.93555796 0.06444204] probability [0.35149962 0.64850038] After improvements [0.87942624 0.12057376] probability [0.30535108 0.69464892] After improvements [0.90661561 0.09338439] probability [0.43599908 0.56400092] After improvements [0.96071523 0.03928477] probability [0.25329512 0.74670488] After improvements [0.87485473 0.12514527] probability [0.68676244 0.31323756] After improvements [0.95671289 0.04328711] probability [0.49340669 0.50659331] After improvements [0.87383805 0.12616195] probability [0.71215596 0.28784404] After improvements [0.94785843 0.05214157] probability [0.74782491 0.25217509] After improvements [0.9560074 0.0439926] probability [0.22984416 0.77015584] After improvements [0.85350725 0.14649275] probability [0.14863357 0.85136643] After improvements [0.82052624 0.17947376] probability [0.40630993 0.59369007] After improvements [0.87599681 0.12400319] probability [0.561979 0.438021] After improvements [0.90305532 0.09694468] probability [0.48484665 0.51515335] After improvements [0.94107718 0.05892282] probability [0.50220874 0.49779126] After improvements [0.88591395 0.11408605] probability [0.40287697 0.59712303] After improvements [0.91522379 0.08477621] probability [0.14968196 0.85031804] After improvements [0.86704492 0.13295508] probability [0.37610186 0.62389814] After improvements [0.86008683 0.13991317] probability [0.45213409 0.54786591] After improvements [0.86640301 0.13359699] probability [0.23168322 0.76831678] After improvements [0.84419542 0.15580458] probability [0.64818845 0.35181155] After improvements [0.92807708 0.07192292] probability [0.23637312 0.76362688] After improvements [0.88764582 0.11235418] probability [0.24364706 0.75635294] After improvements [0.83742493 0.16257507] probability [0.51278851 0.48721149] After improvements [0.93678382 0.06321618] probability [0.43765361 0.56234639] After improvements [0.90494432 0.09505568] probability [0.2730621 0.7269379] After improvements [0.87643007 0.12356993] probability [0.65225914 0.34774086] After improvements [0.93159359 0.06840641] probability [0.36090782 0.63909218] After improvements [0.91455833 0.08544167] probability [0.55959934 0.44040066] After improvements [0.89331864 0.10668136] probability [0.42919662 0.57080338] After improvements [0.88536873 0.11463127] probability [0.3035609 0.6964391] After improvements [0.81113942 0.18886058] probability [0.41171927 0.58828073] After improvements [0.88759614 0.11240386] probability [0.29841746 0.70158254] After improvements [0.88756418 0.11243582] probability [0.46989988 0.53010012] After improvements [0.89130612 0.10869388] probability [0.46935393 0.53064607] After improvements [0.86282628 0.13717372] probability [0.43246313 0.56753687] After improvements [0.89416431 0.10583569] probability [0.52773918 0.47226082] After improvements [0.94200658 0.05799342] probability [0.35896687 0.64103313] After improvements [0.88620111 0.11379889] probability [0.58742254 0.41257746] After improvements [0.91529066 0.08470934] probability [0.58751384 0.41248616] After improvements [0.91535748 0.08464252] probability [0.54329719 0.45670281] After improvements [0.89396877 0.10603123] probability [0.16027988 0.83972012] After improvements [0.81386127 0.18613873] probability [0.28626573 0.71373427] After improvements [0.87036329 0.12963671] probability [0.64240208 0.35759792] After improvements [0.92348132 0.07651868] probability [0.45389578 0.54610422] After improvements [0.91437719 0.08562281] probability [0.55399539 0.44600461] After improvements [0.93825032 0.06174968] probability [0.55625361 0.44374639] After improvements [0.92348132 0.07651868] probability [0.41347873 0.58652127] After improvements [0.92941364 0.07058636] probability [0.73106183 0.26893817] After improvements [0.92956165 0.07043835] probability [0.14838494 0.85161506] After improvements [0.88632175 0.11367825] probability [0.32040648 0.67959352] After improvements [0.87432334 0.12567666] probability [0.66753629 0.33246371] After improvements [0.96026689 0.03973311] probability [0.61500016 0.38499984] After improvements [0.95131529 0.04868471] probability [0.41675377 0.58324623] After improvements [0.92583766 0.07416234] probability [0.30316335 0.69683665] After improvements [0.86685378 0.13314622] probability [0.66394524 0.33605476] After improvements [0.96026689 0.03973311] probability [0.56515051 0.43484949] After improvements [0.94259813 0.05740187] probability [0.23163566 0.76836434] After improvements [0.85163348 0.14836652] probability [0.24932067 0.75067933] After improvements [0.87025299 0.12974701] probability [0.39884965 0.60115035] After improvements [0.92777955 0.07222045] probability [0.49468255 0.50531745] After improvements [0.88916197 0.11083803] probability [0.44788343 0.55211657] After improvements [0.94444552 0.05555448] probability [0.66061171 0.33938829] After improvements [0.94015093 0.05984907] probability [0.26995294 0.73004706] After improvements [0.85443604 0.14556396] probability [0.34369948 0.65630052] After improvements [0.91245353 0.08754647] probability [0.33396671 0.66603329] After improvements [0.82635704 0.17364296] probability [0.29587051 0.70412949] After improvements [0.8986806 0.1013194] probability [0.57443038 0.42556962] After improvements [0.95001132 0.04998868] probability [0.38340903 0.61659097] After improvements [0.91112783 0.08887217] probability [0.5097353 0.4902647] After improvements [0.93095376 0.06904624] probability [0.67800095 0.32199905] After improvements [0.93391678 0.06608322] probability [0.59413979 0.40586021] After improvements [0.92825638 0.07174362] probability [0.12832492 0.87167508] After improvements [0.85047906 0.14952094] probability [0.68629622 0.31370378] After improvements [0.95626081 0.04373919] probability [0.4097121 0.5902879] After improvements [0.93084028 0.06915972] probability [0.44086639 0.55913361] After improvements [0.93657071 0.06342929] probability [0.52925935 0.47074065] After improvements [0.95966976 0.04033024] probability [0.68836626 0.31163374] After improvements [0.94838112 0.05161888] probability [0.65684433 0.34315567] After improvements [0.94952225 0.05047775] probability [0.30044069 0.69955931] After improvements [0.88595288 0.11404712] probability [0.44474985 0.55525015] After improvements [0.94151118 0.05848882] probability [0.52498824 0.47501176] After improvements [0.95640457 0.04359543] probability [0.73657243 0.26342757] After improvements [0.96215794 0.03784206] probability [0.23592032 0.76407968] After improvements [0.86697951 0.13302049] probability [0.71146652 0.28853348] After improvements [0.96324952 0.03675048] probability [0.20856017 0.79143983] After improvements [0.83602448 0.16397552] probability [0.22543442 0.77456558] After improvements [0.85205792 0.14794208] probability [0.36025174 0.63974826] After improvements [0.82053232 0.17946768] probability [0.34219816 0.65780184] After improvements [0.90267782 0.09732218] probability [0.3588237 0.6411763] After improvements [0.9382215 0.0617785] probability [0.36900682 0.63099318] After improvements [0.91340689 0.08659311] probability [0.29360316 0.70639684] After improvements [0.88588412 0.11411588] probability [0.20055784 0.79944216] After improvements [0.85125065 0.14874935] probability [0.42546073 0.57453927] After improvements [0.89978893 0.10021107] probability [0.49656771 0.50343229] After improvements [0.94588934 0.05411066] probability [0.52669195 0.47330805] After improvements [0.92914914 0.07085086] probability [0.60642946 0.39357054] After improvements [0.9418365 0.0581635] probability [0.65443156 0.34556844] After improvements [0.8542588 0.1457412] probability [0.14579036 0.85420964] After improvements [0.81502072 0.18497928] probability [0.39983963 0.60016037] After improvements [0.89650858 0.10349142] probability [0.77054293 0.22945707] After improvements [0.95534377 0.04465623] probability [0.56472913 0.43527087] After improvements [0.92942639 0.07057361] probability [0.54789463 0.45210537] After improvements [0.90846036 0.09153964] probability [0.17145741 0.82854259] After improvements [0.80573572 0.19426428] probability [0.22711251 0.77288749] After improvements [0.86059271 0.13940729] probability [0.32496248 0.67503752] After improvements [0.90245136 0.09754864] probability [0.29065057 0.70934943] After improvements [0.89636417 0.10363583] probability [0.34557904 0.65442096] After improvements [0.90054769 0.09945231] probability [0.4473507 0.5526493] After improvements [0.92266424 0.07733576] probability [0.215385 0.784615] After improvements [0.85624071 0.14375929] probability [0.22657262 0.77342738] After improvements [0.8620339 0.1379661] probability [0.73746567 0.26253433] After improvements [0.96406679 0.03593321] probability [0.36377046 0.63622954] After improvements [0.88408563 0.11591437] probability [0.66367572 0.33632428] After improvements [0.96285906 0.03714094] probability [0.2076136 0.7923864] After improvements [0.80353571 0.19646429] probability [0.28840797 0.71159203] After improvements [0.89376591 0.10623409] probability [0.30151384 0.69848616] After improvements [0.8939705 0.1060295] probability [0.4651665 0.5348335] After improvements [0.85532901 0.14467099] probability [0.63089053 0.36910947] After improvements [0.96582631 0.03417369] probability [0.22857236 0.77142764] After improvements [0.89477813 0.10522187] probability [0.29356042 0.70643958] After improvements [0.83917731 0.16082269] probability [0.37236424 0.62763576] After improvements [0.8861407 0.1138593] probability [0.35438512 0.64561488] After improvements [0.89633961 0.10366039] probability [0.40655342 0.59344658] After improvements [0.84028933 0.15971067] probability [0.49354737 0.50645263] After improvements [0.87616819 0.12383181] probability [0.17724069 0.82275931] After improvements [0.86336769 0.13663231] probability [0.65448522 0.34551478] After improvements [0.94901906 0.05098094] probability [0.87962929 0.12037071] After improvements [0.98366472 0.01633528] probability [0.80305402 0.19694598] After improvements [0.95886771 0.04113229] probability [0.52689507 0.47310493] After improvements [0.92751178 0.07248822] probability [0.25968247 0.74031753] After improvements [0.8820596 0.1179404] probability [0.2531531 0.7468469] After improvements [0.8735751 0.1264249] probability [0.41886149 0.58113851] After improvements [0.92812586 0.07187414] probability [0.28759117 0.71240883] After improvements [0.87187803 0.12812197] probability [0.39859349 0.60140651] After improvements [0.93124615 0.06875385] probability [0.55865146 0.44134854] After improvements [0.917262 0.082738] probability [0.2045596 0.7954404] After improvements [0.82443524 0.17556476] probability [0.31028313 0.68971687] After improvements [0.90011875 0.09988125] probability [0.40352704 0.59647296] After improvements [0.9303223 0.0696777] probability [0.37561077 0.62438923] After improvements [0.90246406 0.09753594] probability [0.45880725 0.54119275] After improvements [0.93657071 0.06342929] probability [0.25214858 0.74785142] After improvements [0.86278787 0.13721213] probability [0.69167458 0.30832542] After improvements [0.94980326 0.05019674] probability [0.43595946 0.56404054] After improvements [0.87626061 0.12373939] probability [0.26312661 0.73687339] After improvements [0.86423585 0.13576415] probability [0.49971839 0.50028161] After improvements [0.94670074 0.05329926] probability [0.36121672 0.63878328] After improvements [0.91501625 0.08498375] probability [0.22459521 0.77540479] After improvements [0.83324916 0.16675084] probability [0.09364432 0.90635568] After improvements [0.85736972 0.14263028] probability [0.69617958 0.30382042] After improvements [0.92118178 0.07881822] probability [0.15769561 0.84230439] After improvements [0.87529193 0.12470807] probability [0.48647896 0.51352104] After improvements [0.94754729 0.05245271] probability [0.41215625 0.58784375] After improvements [0.83935045 0.16064955] probability [0.39526047 0.60473953] After improvements [0.85919187 0.14080813] probability [0.37127526 0.62872474] After improvements [0.91968501 0.08031499] probability [0.34577309 0.65422691] After improvements [0.90802825 0.09197175] probability [0.65280759 0.34719241] After improvements [0.92716763 0.07283237] probability [0.39041646 0.60958354] After improvements [0.87556655 0.12443345] probability [0.36272811 0.63727189] After improvements [0.86406812 0.13593188] probability [0.66892393 0.33107607] After improvements [0.94167662 0.05832338] probability [0.10147043 0.89852957] After improvements [0.8482558 0.1517442] probability [0.32517044 0.67482956] After improvements [0.90171776 0.09828224] probability [0.29309674 0.70690326] After improvements [0.8689365 0.1310635] probability [0.2918062 0.7081938] After improvements [0.9190527 0.0809473] probability [0.15215199 0.84784801] After improvements [0.88186836 0.11813164] probability [0.37862012 0.62137988] After improvements [0.88690036 0.11309964] probability [0.07414728 0.92585272] After improvements [0.87313133 0.12686867] probability [0.37713784 0.62286216] After improvements [0.92348002 0.07651998] probability [0.19031468 0.80968532] After improvements [0.80670288 0.19329712] probability [0.27600544 0.72399456] After improvements [0.8689365 0.1310635] probability [0.38888233 0.61111767] After improvements [0.88798718 0.11201282] probability [0.28789439 0.71210561] After improvements [0.805957 0.194043] probability [0.11845689 0.88154311] After improvements [0.85112614 0.14887386] probability [0.25525388 0.74474612] After improvements [0.91463631 0.08536369] probability [0.86691053 0.13308947] After improvements [0.96669499 0.03330501] probability [0.67770322 0.32229678] After improvements [0.92240586 0.07759414] probability [0.25673456 0.74326544] After improvements [0.85691007 0.14308993] probability [0.37647796 0.62352204] After improvements [0.85127036 0.14872964] probability [0.73275568 0.26724432] After improvements [0.94888549 0.05111451] probability [0.49399621 0.50600379] After improvements [0.90560774 0.09439226] probability [0.38454874 0.61545126] After improvements [0.94842421 0.05157579] probability [0.39353449 0.60646551] After improvements [0.9333502 0.0666498] probability [0.69797926 0.30202074] After improvements [0.94471571 0.05528429] probability [0.2544051 0.7455949] After improvements [0.84767674 0.15232326] probability [0.52854008 0.47145992] After improvements [0.92449745 0.07550255] probability [0.31055313 0.68944687] After improvements [0.8346574 0.1653426] probability [0.70522886 0.29477114] After improvements [0.96548241 0.03451759] probability [0.28982161 0.71017839] After improvements [0.87170008 0.12829992] probability [0.54434004 0.45565996] After improvements [0.92271021 0.07728979] probability [0.33566447 0.66433553] After improvements [0.86865269 0.13134731] probability [0.65905093 0.34094907] After improvements [0.93121482 0.06878518] probability [0.75307501 0.24692499] After improvements [0.95706857 0.04293143] probability [0.35076101 0.64923899] After improvements [0.91884557 0.08115443] probability [0.13686459 0.86313541] After improvements [0.85035616 0.14964384] probability [0.45573162 0.54426838] After improvements [0.90178477 0.09821523] probability [0.19914195 0.80085805] After improvements [0.82015502 0.17984498] probability [0.25084799 0.74915201] After improvements [0.8734267 0.1265733] probability [0.34660912 0.65339088] After improvements [0.85126638 0.14873362] probability [0.48770184 0.51229816] After improvements [0.91239153 0.08760847] probability [0.06499704 0.93500296] After improvements [0.81734567 0.18265433] probability [0.30735252 0.69264748] After improvements [0.89172244 0.10827756] probability [0.36775365 0.63224635] After improvements [0.85899594 0.14100406] probability [0.75669639 0.24330361] After improvements [0.94972448 0.05027552] probability [0.59633406 0.40366594] After improvements [0.93555796 0.06444204] probability [0.62543924 0.37456076] After improvements [0.94358826 0.05641174] probability [0.21394647 0.78605353] After improvements [0.80698697 0.19301303] probability [0.09512017 0.90487983] After improvements [0.85416196 0.14583804] probability [0.19677071 0.80322929] After improvements [0.88573266 0.11426734] probability [0.42593531 0.57406469] After improvements [0.88278575 0.11721425] probability [0.6541123 0.3458877] After improvements [0.88519361 0.11480639] probability [0.20529393 0.79470607] After improvements [0.84186463 0.15813537] probability [0.22793604 0.77206396] After improvements [0.84530079 0.15469921] probability [0.21309244 0.78690756] After improvements [0.83441196 0.16558804] probability [0.74479113 0.25520887] After improvements [0.95532854 0.04467146] probability [0.40035303 0.59964697] After improvements [0.87924189 0.12075811] probability [0.27472447 0.72527553] After improvements [0.83854513 0.16145487] probability [0.73040889 0.26959111] After improvements [0.96836529 0.03163471] probability [0.07588578 0.92411422] After improvements [0.85120414 0.14879586] probability [0.45278631 0.54721369] After improvements [0.89359001 0.10640999] probability [0.54908628 0.45091372] After improvements [0.93599366 0.06400634] probability [0.61988917 0.38011083] After improvements [0.92639146 0.07360854] probability [0.55669676 0.44330324] After improvements [0.95408914 0.04591086] probability [0.52931133 0.47068867] After improvements [0.91743911 0.08256089] probability [0.42919868 0.57080132] After improvements [0.93937891 0.06062109] probability [0.5662124 0.4337876] After improvements [0.93281182 0.06718818] probability [0.50956985 0.49043015] After improvements [0.91489458 0.08510542] probability [0.89912204 0.10087796] After improvements [0.98106705 0.01893295] probability [0.42016107 0.57983893] After improvements [0.92591892 0.07408108] probability [0.4547305 0.5452695] After improvements [0.88162155 0.11837845] probability [0.72845561 0.27154439] After improvements [0.93719056 0.06280944] probability [0.48200053 0.51799947] After improvements [0.92365557 0.07634443] probability [0.18592249 0.81407751] After improvements [0.81094106 0.18905894] probability [0.21608831 0.78391169] After improvements [0.85010891 0.14989109] probability [0.53436625 0.46563375] After improvements [0.9305935 0.0694065] probability [0.29065807 0.70934193] After improvements [0.89106326 0.10893674] probability [0.63824677 0.36175323] After improvements [0.94584131 0.05415869] probability [0.19649074 0.80350926] After improvements [0.82692142 0.17307858] probability [0.64868833 0.35131167] After improvements [0.90320617 0.09679383] probability [0.53250149 0.46749851] After improvements [0.88846238 0.11153762] probability [0.53710075 0.46289925] After improvements [0.93835014 0.06164986] probability [0.22359106 0.77640894] After improvements [0.82980727 0.17019273] probability [0.63748488 0.36251512] After improvements [0.95442292 0.04557708] probability [0.36434624 0.63565376] After improvements [0.85384771 0.14615229] probability [0.4557328 0.5442672] After improvements [0.93612741 0.06387259] probability [0.22612804 0.77387196] After improvements [0.84764697 0.15235303] probability [0.42114752 0.57885248] After improvements [0.90052189 0.09947811] probability [0.32417133 0.67582867] After improvements [0.90338448 0.09661552] probability [0.18643588 0.81356412] After improvements [0.87582186 0.12417814] probability [0.17862559 0.82137441] After improvements [0.87648288 0.12351712] probability [0.11060022 0.88939978] After improvements [0.82810948 0.17189052] probability [0.31177012 0.68822988] After improvements [0.88458654 0.11541346] probability [0.31578654 0.68421346] After improvements [0.87138228 0.12861772] probability [0.16232348 0.83767652] After improvements [0.86484662 0.13515338] probability [0.18353715 0.81646285] After improvements [0.8372657 0.1627343] probability [0.3198573 0.6801427] After improvements [0.90102135 0.09897865] probability [0.41999182 0.58000818] After improvements [0.87976338 0.12023662] probability [0.51350105 0.48649895] After improvements [0.90238769 0.09761231] probability [0.54562112 0.45437888] After improvements [0.92868835 0.07131165] probability [0.23507922 0.76492078] After improvements [0.91076451 0.08923549] probability [0.3828741 0.6171259] After improvements [0.92698878 0.07301122] probability [0.50476774 0.49523226] After improvements [0.93281067 0.06718933] probability [0.18855528 0.81144472] After improvements [0.82948251 0.17051749] probability [0.18240831 0.81759169] After improvements [0.81079512 0.18920488] probability [0.22255715 0.77744285] After improvements [0.83310443 0.16689557] probability [0.3322449 0.6677551] After improvements [0.90831686 0.09168314] probability [0.33407765 0.66592235] After improvements [0.87453801 0.12546199] probability [0.5707742 0.4292258] After improvements [0.90516402 0.09483598] probability [0.41243726 0.58756274] After improvements [0.89724344 0.10275656] probability [0.46154959 0.53845041] After improvements [0.94226718 0.05773282] probability [0.28372186 0.71627814] After improvements [0.88367742 0.11632258] probability [0.36760695 0.63239305] After improvements [0.90795623 0.09204377] probability [0.60056158 0.39943842] After improvements [0.9485621 0.0514379] probability [0.15634542 0.84365458] After improvements [0.87514583 0.12485417] probability [0.46436284 0.53563716] After improvements [0.94337597 0.05662403] probability [0.36163654 0.63836346] After improvements [0.87868995 0.12131005] probability [0.51340254 0.48659746] After improvements [0.95092942 0.04907058] probability [0.66897381 0.33102619] After improvements [0.9623669 0.0376331] probability [0.32844928 0.67155072] After improvements [0.91169293 0.08830707] probability [0.52508527 0.47491473] After improvements [0.94051817 0.05948183] probability [0.11114601 0.88885399] After improvements [0.81005784 0.18994216] probability [0.30037659 0.69962341] After improvements [0.89285228 0.10714772] probability [0.68440437 0.31559563] After improvements [0.96604135 0.03395865] probability [0.44453248 0.55546752] After improvements [0.91358501 0.08641499] probability [0.41286369 0.58713631] After improvements [0.93806928 0.06193072] probability [0.49328717 0.50671283] After improvements [0.92907781 0.07092219] probability [0.27450858 0.72549142] After improvements [0.86336195 0.13663805] probability [0.50456054 0.49543946] After improvements [0.94917991 0.05082009] probability [0.10615235 0.89384765] After improvements [0.85617505 0.14382495] probability [0.15582749 0.84417251] After improvements [0.82859015 0.17140985] probability [0.51050855 0.48949145] After improvements [0.91144138 0.08855862] probability [0.13145516 0.86854484] After improvements [0.88110514 0.11889486] probability [0.11815717 0.88184283] After improvements [0.82573715 0.17426285] probability [0.21353851 0.78646149] After improvements [0.8587804 0.1412196] probability [0.33633262 0.66366738] After improvements [0.82625001 0.17374999] probability [0.10729238 0.89270762] After improvements [0.82524429 0.17475571] probability [0.26129009 0.73870991] After improvements [0.87071493 0.12928507] probability [0.26759001 0.73240999] After improvements [0.87635406 0.12364594] probability [0.66019119 0.33980881] After improvements [0.93409169 0.06590831] probability [0.69415143 0.30584857] After improvements [0.95529095 0.04470905] probability [0.18629567 0.81370433] After improvements [0.81379209 0.18620791] probability [0.50080155 0.49919845] After improvements [0.90120933 0.09879067] probability [0.32960859 0.67039141] After improvements [0.91372511 0.08627489] probability [0.15550854 0.84449146] After improvements [0.87906647 0.12093353] probability [0.37285552 0.62714448] After improvements [0.87588943 0.12411057] probability [0.35650626 0.64349374] After improvements [0.87726619 0.12273381] probability [0.23197853 0.76802147] After improvements [0.83073133 0.16926867] probability [0.1876889 0.8123111] After improvements [0.84429181 0.15570819] probability [0.25092282 0.74907718] After improvements [0.85138334 0.14861666] probability [0.60918839 0.39081161] After improvements [0.93281067 0.06718933] probability [0.30089332 0.69910668] After improvements [0.8986806 0.1013194] probability [0.41847114 0.58152886] After improvements [0.92004264 0.07995736] probability [0.44004193 0.55995807] After improvements [0.90524506 0.09475494] probability [0.2793961 0.7206039] After improvements [0.87084968 0.12915032] probability [0.36496886 0.63503114] After improvements [0.83125124 0.16874876] probability [0.22847106 0.77152894] After improvements [0.8955105 0.1044895] probability [0.20246868 0.79753132] After improvements [0.84085691 0.15914309] probability [0.27719783 0.72280217] After improvements [0.87460268 0.12539732] probability [0.36351926 0.63648074] After improvements [0.87829145 0.12170855] probability [0.37277143 0.62722857] After improvements [0.84718316 0.15281684] probability [0.35825835 0.64174165] After improvements [0.92174337 0.07825663] probability [0.69174372 0.30825628] After improvements [0.94217282 0.05782718] probability [0.67478952 0.32521048] After improvements [0.92026172 0.07973828] probability [0.54577324 0.45422676] After improvements [0.94232114 0.05767886] probability [0.43119464 0.56880536] After improvements [0.88193159 0.11806841] probability [0.22233808 0.77766192] After improvements [0.82619324 0.17380676] probability [0.29550078 0.70449922] After improvements [0.87891409 0.12108591] probability [0.51452164 0.48547836] After improvements [0.92605558 0.07394442] probability [0.42959946 0.57040054] After improvements [0.93730381 0.06269619] probability [0.49260524 0.50739476] After improvements [0.86795412 0.13204588] probability [0.29120738 0.70879262] After improvements [0.88733326 0.11266674] probability [0.32147354 0.67852646] After improvements [0.82005034 0.17994966] probability [0.27992071 0.72007929] After improvements [0.82363462 0.17636538] probability [0.1441421 0.8558579] After improvements [0.86685003 0.13314997] probability [0.10353754 0.89646246] After improvements [0.81013569 0.18986431] probability [0.25119116 0.74880884] After improvements [0.85351446 0.14648554] probability [0.64446643 0.35553357] After improvements [0.92476109 0.07523891] probability [0.19952154 0.80047846] After improvements [0.81419651 0.18580349] probability [0.25977035 0.74022965] After improvements [0.84740496 0.15259504] probability [0.48076136 0.51923864] After improvements [0.93018013 0.06981987] probability [0.39059113 0.60940887] After improvements [0.86206823 0.13793177] probability [0.51287962 0.48712038] After improvements [0.88689852 0.11310148] probability [0.40249004 0.59750996] After improvements [0.89597208 0.10402792] probability [0.28314409 0.71685591] After improvements [0.89244769 0.10755231] probability [0.35455338 0.64544662] After improvements [0.9041512 0.0958488] probability [0.36431158 0.63568842] After improvements [0.91692024 0.08307976] probability [0.408017 0.591983] After improvements [0.88544836 0.11455164] probability [0.36401682 0.63598318] After improvements [0.90532543 0.09467457] probability [0.25776526 0.74223474] After improvements [0.83372365 0.16627635] probability [0.49891357 0.50108643] After improvements [0.93197124 0.06802876] probability [0.20469782 0.79530218] After improvements [0.84348669 0.15651331] probability [0.28631497 0.71368503] After improvements [0.88327614 0.11672386] probability [0.43401297 0.56598703] After improvements [0.91165123 0.08834877] probability [0.38463222 0.61536778] After improvements [0.82551041 0.17448959] probability [0.33389111 0.66610889] After improvements [0.90867427 0.09132573] probability [0.60524186 0.39475814] After improvements [0.92772054 0.07227946] probability [0.25135572 0.74864428] After improvements [0.85411188 0.14588812] probability [0.41872397 0.58127603] After improvements [0.91176084 0.08823916] probability [0.3155336 0.6844664] After improvements [0.83192442 0.16807558] probability [0.40941396 0.59058604] After improvements [0.8998986 0.1001014] probability [0.30896383 0.69103617] After improvements [0.86390815 0.13609185] probability [0.42442425 0.57557575] After improvements [0.90978087 0.09021913] probability [0.42915376 0.57084624] After improvements [0.88355322 0.11644678] probability [0.48652515 0.51347485] After improvements [0.91435576 0.08564424] probability [0.25448881 0.74551119] After improvements [0.88371326 0.11628674] probability [0.31744594 0.68255406] After improvements [0.90854816 0.09145184] probability [0.19473151 0.80526849] After improvements [0.82156913 0.17843087] probability [0.4377166 0.5622834] After improvements [0.87509481 0.12490519] probability [0.58694651 0.41305349] After improvements [0.93862106 0.06137894] probability [0.56051161 0.43948839] After improvements [0.93545373 0.06454627] probability [0.46812653 0.53187347] After improvements [0.91715223 0.08284777] probability [0.58848202 0.41151798] After improvements [0.96276798 0.03723202] probability [0.21502922 0.78497078] After improvements [0.8407227 0.1592773] probability [0.61927717 0.38072283] After improvements [0.92211619 0.07788381] probability [0.36614853 0.63385147] After improvements [0.8187571 0.1812429] probability [0.58119843 0.41880157] After improvements [0.90971341 0.09028659] probability [0.25560095 0.74439905] After improvements [0.8826984 0.1173016] probability [0.22631893 0.77368107] After improvements [0.83797921 0.16202079] probability [0.21322999 0.78677001] After improvements [0.84243129 0.15756871] probability [0.55670565 0.44329435] After improvements [0.94140029 0.05859971] probability [0.33958235 0.66041765] After improvements [0.90515196 0.09484804] probability [0.76032174 0.23967826] After improvements [0.9560074 0.0439926] probability [0.15020215 0.84979785] After improvements [0.86675644 0.13324356] probability [0.61648371 0.38351629] After improvements [0.91713052 0.08286948] probability [0.20216057 0.79783943] After improvements [0.84024907 0.15975093] probability [0.11577783 0.88422217] After improvements [0.8369567 0.1630433] probability [0.65712614 0.34287386] After improvements [0.93295288 0.06704712] probability [0.09046015 0.90953985] After improvements [0.86663064 0.13336936] probability [0.22411243 0.77588757] After improvements [0.85904899 0.14095101] probability [0.24754003 0.75245997] After improvements [0.874077 0.125923] probability [0.15788207 0.84211793] After improvements [0.88414322 0.11585678] probability [0.16277724 0.83722276] After improvements [0.88294096 0.11705904] probability [0.40349524 0.59650476] After improvements [0.83695893 0.16304107] probability [0.31316248 0.68683752] After improvements [0.83203415 0.16796585] probability [0.33952828 0.66047172] After improvements [0.90125938 0.09874062] probability [0.31928966 0.68071034] After improvements [0.89062889 0.10937111] probability [0.5886304 0.4113696] After improvements [0.94528124 0.05471876] probability [0.24225535 0.75774465] After improvements [0.80142565 0.19857435] probability [0.143054 0.856946] After improvements [0.86641288 0.13358712] probability [0.2442096 0.7557904] After improvements [0.80901119 0.19098881] probability [0.6830454 0.3169546] After improvements [0.93579757 0.06420243] probability [0.34714625 0.65285375] After improvements [0.90422589 0.09577411] probability [0.6711718 0.3288282] After improvements [0.94223254 0.05776746] probability [0.35445287 0.64554713] After improvements [0.90020781 0.09979219] probability [0.30145897 0.69854103] After improvements [0.88412876 0.11587124] probability [0.6704723 0.3295277] After improvements [0.95508306 0.04491694] probability [0.66075396 0.33924604] After improvements [0.96808478 0.03191522] probability [0.7141329 0.2858671] After improvements [0.95262421 0.04737579] probability [0.4028569 0.5971431] After improvements [0.8689365 0.1310635] probability [0.24115299 0.75884701] After improvements [0.87026699 0.12973301] probability [0.37700055 0.62299945] After improvements [0.84151755 0.15848245] probability [0.51582613 0.48417387] After improvements [0.91535604 0.08464396] probability [0.34662561 0.65337439] After improvements [0.85133704 0.14866296] probability [0.58811922 0.41188078] After improvements [0.89021295 0.10978705] probability [0.51308867 0.48691133] After improvements [0.91522379 0.08477621] probability [0.68016396 0.31983604] After improvements [0.94027719 0.05972281] probability [0.39228318 0.60771682] After improvements [0.89654225 0.10345775] probability [0.18007813 0.81992187] After improvements [0.80030476 0.19969524] probability [0.55125896 0.44874104] After improvements [0.90020945 0.09979055] probability [0.34118177 0.65881823] After improvements [0.8986806 0.1013194] probability [0.74507813 0.25492187] After improvements [0.95984966 0.04015034] probability [0.12284736 0.87715264] After improvements [0.80731773 0.19268227] probability [0.530593 0.469407] After improvements [0.89084873 0.10915127] probability [0.54147842 0.45852158] After improvements [0.90740519 0.09259481] probability [0.29523949 0.70476051] After improvements [0.89205673 0.10794327] probability [0.36199782 0.63800218] After improvements [0.88783055 0.11216945] probability [0.2911645 0.7088355] After improvements [0.8056243 0.1943757] probability [0.64051022 0.35948978] After improvements [0.94597365 0.05402635] probability [0.19168432 0.80831568] After improvements [0.81816488 0.18183512] probability [0.29447778 0.70552222] After improvements [0.87907609 0.12092391] probability [0.82341256 0.17658744] After improvements [0.95939329 0.04060671] probability [0.09306577 0.90693423] After improvements [0.86398776 0.13601224] probability [0.50010922 0.49989078] After improvements [0.92256181 0.07743819] probability [0.51922494 0.48077506] After improvements [0.94489618 0.05510382] probability [0.48853135 0.51146865] After improvements [0.91504983 0.08495017] probability [0.40359109 0.59640891] After improvements [0.8748874 0.1251126] probability [0.4883146 0.5116854] After improvements [0.92260139 0.07739861] probability [0.32754249 0.67245751] After improvements [0.90904356 0.09095644] probability [0.44960988 0.55039012] After improvements [0.90234381 0.09765619] probability [0.16282312 0.83717688] After improvements [0.84285997 0.15714003] probability [0.16926288 0.83073712] After improvements [0.85870977 0.14129023] probability [0.46964263 0.53035737] After improvements [0.85533026 0.14466974] probability [0.43212671 0.56787329] After improvements [0.93108741 0.06891259] probability [0.66552706 0.33447294] After improvements [0.96491461 0.03508539] probability [0.36978903 0.63021097] After improvements [0.83112926 0.16887074] probability [0.61800704 0.38199296] After improvements [0.94119957 0.05880043] probability [0.47798159 0.52201841] After improvements [0.94205466 0.05794534] probability [0.57834322 0.42165678] After improvements [0.90874623 0.09125377] probability [0.35444986 0.64555014] After improvements [0.9159582 0.0840418] probability [0.3000274 0.6999726] After improvements [0.88039907 0.11960093] probability [0.56336556 0.43663444] After improvements [0.89752926 0.10247074] probability [0.42849569 0.57150431] After improvements [0.9333502 0.0666498] probability [0.6868005 0.3131995] After improvements [0.95985037 0.04014963] probability [0.269553 0.730447] After improvements [0.8678943 0.1321057] probability [0.39421491 0.60578509] After improvements [0.92835394 0.07164606] probability [0.41494293 0.58505707] After improvements [0.90370957 0.09629043] probability [0.27419711 0.72580289] After improvements [0.86737949 0.13262051] probability [0.29441372 0.70558628] After improvements [0.83781861 0.16218139] probability [0.507957 0.492043] After improvements [0.89422511 0.10577489] probability [0.50893259 0.49106741] After improvements [0.92698878 0.07301122] probability [0.43890684 0.56109316] After improvements [0.91543503 0.08456497] probability [0.18429559 0.81570441] After improvements [0.84064579 0.15935421] probability [0.37193535 0.62806465] After improvements [0.81487901 0.18512099] probability [0.63071246 0.36928754] After improvements [0.95398213 0.04601787] probability [0.80241392 0.19758608] After improvements [0.94991753 0.05008247] probability [0.25815066 0.74184934] After improvements [0.86069698 0.13930302] probability [0.62563627 0.37436373] After improvements [0.94350595 0.05649405] probability [0.58283376 0.41716624] After improvements [0.91081344 0.08918656] probability [0.3480617 0.6519383] After improvements [0.90733272 0.09266728] probability [0.20561491 0.79438509] After improvements [0.83833915 0.16166085] probability [0.27922414 0.72077586] After improvements [0.83035674 0.16964326] probability [0.41236901 0.58763099] After improvements [0.8817871 0.1182129] probability [0.39638313 0.60361687] After improvements [0.8670993 0.1329007] probability [0.43578553 0.56421447] After improvements [0.93592017 0.06407983] probability [0.87833197 0.12166803] After improvements [0.97190605 0.02809395] probability [0.35249101 0.64750899] After improvements [0.90219039 0.09780961] probability [0.25319156 0.74680844] After improvements [0.86145189 0.13854811] probability [0.41334559 0.58665441] After improvements [0.82670015 0.17329985] probability [0.33390509 0.66609491] After improvements [0.89064017 0.10935983] probability [0.14993279 0.85006721] After improvements [0.82521273 0.17478727] probability [0.49427952 0.50572048] After improvements [0.86104197 0.13895803] probability [0.2640425 0.7359575] After improvements [0.85911142 0.14088858] probability [0.35755759 0.64244241] After improvements [0.92622359 0.07377641] probability [0.5197078 0.4802922] After improvements [0.88499186 0.11500814] probability [0.36594005 0.63405995] After improvements [0.9112111 0.0887889] probability [0.48656851 0.51343149] After improvements [0.94002984 0.05997016] probability [0.29287435 0.70712565] After improvements [0.86104197 0.13895803] probability [0.31122847 0.68877153] After improvements [0.87511036 0.12488964] probability [0.67795919 0.32204081] After improvements [0.93453128 0.06546872] probability [0.5622216 0.4377784] After improvements [0.92875477 0.07124523] probability [0.18214801 0.81785199] After improvements [0.81173452 0.18826548] probability [0.16087567 0.83912433] After improvements [0.87786533 0.12213467] probability [0.31168097 0.68831903] After improvements [0.89564646 0.10435354] probability [0.40525358 0.59474642] After improvements [0.8211828 0.1788172] probability [0.39395947 0.60604053] After improvements [0.9239046 0.0760954] probability [0.44898109 0.55101891] After improvements [0.93714481 0.06285519] probability [0.22278071 0.77721929] After improvements [0.84939379 0.15060621] probability [0.30862431 0.69137569] After improvements [0.89114644 0.10885356] probability [0.49982848 0.50017152] After improvements [0.89301363 0.10698637] probability [0.20444107 0.79555893] After improvements [0.83983469 0.16016531] probability [0.52710282 0.47289718] After improvements [0.92568119 0.07431881] probability [0.38174263 0.61825737] After improvements [0.9200972 0.0799028] probability [0.39363307 0.60636693] After improvements [0.89982091 0.10017909] probability [0.1086827 0.8913173] After improvements [0.85155945 0.14844055] probability [0.15402364 0.84597636] After improvements [0.87192029 0.12807971] probability [0.58197479 0.41802521] After improvements [0.95924724 0.04075276] probability [0.37821087 0.62178913] After improvements [0.92240173 0.07759827] probability [0.32026119 0.67973881] After improvements [0.897131 0.102869] probability [0.31430601 0.68569399] After improvements [0.89939291 0.10060709] probability [0.28469248 0.71530752] After improvements [0.82933591 0.17066409] probability [0.11671334 0.88328666] After improvements [0.8242176 0.1757824] probability [0.27674465 0.72325535] After improvements [0.87658117 0.12341883] probability [0.63877541 0.36122459] After improvements [0.9355881 0.0644119] probability [0.56175313 0.43824687] After improvements [0.94013178 0.05986822] probability [0.14285888 0.85714112] After improvements [0.84051133 0.15948867] probability [0.02878512 0.97121488] After improvements [0.82709021 0.17290979] probability [0.05596123 0.94403877] After improvements [0.80209087 0.19790913] probability [0.02982132 0.97017868] After improvements [0.81895895 0.18104105] probability [0.16045041 0.83954959] After improvements [0.80945214 0.19054786] probability [0.03839621 0.96160379] After improvements [0.80773245 0.19226755] probability [0.70626558 0.29373442] After improvements [0.94013178 0.05986822] probability [0.408667 0.591333] After improvements [0.83510112 0.16489888] probability [0.67197946 0.32802054] After improvements [0.94390482 0.05609518] probability [0.488147 0.511853] After improvements [0.95285661 0.04714339] probability [0.78768175 0.21231825] After improvements [0.96476814 0.03523186] probability [0.48609278 0.51390722] After improvements [0.91575653 0.08424347] probability [0.48868103 0.51131897] After improvements [0.93622922 0.06377078] probability [0.19144915 0.80855085] After improvements [0.87882017 0.12117983] probability [0.4660834 0.5339166] After improvements [0.86617121 0.13382879] probability [0.06641641 0.93358359] After improvements [0.8162387 0.1837613] probability [0.33903933 0.66096067] After improvements [0.91217522 0.08782478] probability [0.38181075 0.61818925] After improvements [0.91887764 0.08112236] probability [0.33573152 0.66426848] After improvements [0.90935772 0.09064228] probability [0.27611575 0.72388425] After improvements [0.81286323 0.18713677] probability [0.66363146 0.33636854] After improvements [0.96632308 0.03367692] probability [0.44885613 0.55114387] After improvements [0.91238393 0.08761607] probability [0.34806888 0.65193112] After improvements [0.86624132 0.13375868] probability [0.42074782 0.57925218] After improvements [0.8858062 0.1141938] probability [0.42346365 0.57653635] After improvements [0.89576526 0.10423474] probability [0.16801694 0.83198306] After improvements [0.84244624 0.15755376] probability [0.59125994 0.40874006] After improvements [0.91631079 0.08368921] probability [0.72981296 0.27018704] After improvements [0.95190893 0.04809107] probability [0.82923811 0.17076189] After improvements [0.97116204 0.02883796] probability [0.47179082 0.52820918] After improvements [0.90500874 0.09499126] probability [0.23481788 0.76518212] After improvements [0.87131502 0.12868498] probability [0.25156231 0.74843769] After improvements [0.88085492 0.11914508] probability [0.55030004 0.44969996] After improvements [0.94880159 0.05119841] probability [0.54720191 0.45279809] After improvements [0.93932904 0.06067096] probability [0.28199579 0.71800421] After improvements [0.82337692 0.17662308] probability [0.66358647 0.33641353] After improvements [0.95678814 0.04321186] probability [0.22544789 0.77455211] After improvements [0.84346064 0.15653936] probability [0.19192995 0.80807005] After improvements [0.8180719 0.1819281] probability [0.34455321 0.65544679] After improvements [0.89719281 0.10280719] probability [0.65366785 0.34633215] After improvements [0.91522379 0.08477621] probability [0.44153288 0.55846712] After improvements [0.93444389 0.06555611] probability [0.1031074 0.8968926] After improvements [0.86804496 0.13195504] probability [0.70742774 0.29257226] After improvements [0.94195707 0.05804293] probability [0.30151294 0.69848706] After improvements [0.85076542 0.14923458] probability [0.03585841 0.96414159] After improvements [0.81332077 0.18667923] probability [0.0551476 0.9448524] After improvements [0.82615216 0.17384784] probability [0.02482485 0.97517515] After improvements [0.80758528 0.19241472] probability [0.03399562 0.96600438] After improvements [0.80984259 0.19015741] probability [0.0734888 0.9265112] After improvements [0.80388159 0.19611841] probability [0.06617721 0.93382279] After improvements [0.81272221 0.18727779] probability [0.63264572 0.36735428] After improvements [0.9530319 0.0469681] probability [0.24659076 0.75340924] After improvements [0.83893401 0.16106599] probability [0.67073252 0.32926748] After improvements [0.95865341 0.04134659] probability [0.39859483 0.60140517] After improvements [0.92995623 0.07004377] probability [0.62231704 0.37768296] After improvements [0.90321959 0.09678041] probability [0.30844128 0.69155872] After improvements [0.9207053 0.0792947] probability [0.38141067 0.61858933] After improvements [0.82353802 0.17646198] probability [0.44740737 0.55259263] After improvements [0.92362954 0.07637046] probability [0.37060151 0.62939849] After improvements [0.90213575 0.09786425] probability [0.24655976 0.75344024] After improvements [0.84483447 0.15516553] probability [0.08288472 0.91711528] After improvements [0.82153083 0.17846917] probability [0.35746729 0.64253271] After improvements [0.9214947 0.0785053] probability [0.3178879 0.6821121] After improvements [0.82117576 0.17882424] probability [0.37143971 0.62856029] After improvements [0.91430823 0.08569177] probability [0.14155953 0.85844047] After improvements [0.86520414 0.13479586] probability [0.26620655 0.73379345] After improvements [0.87592443 0.12407557] probability [0.11614932 0.88385068] After improvements [0.82720422 0.17279578] probability [0.46289912 0.53710088] After improvements [0.91589181 0.08410819] probability [0.47700941 0.52299059] After improvements [0.91774336 0.08225664] probability [0.44876665 0.55123335] After improvements [0.88540783 0.11459217] probability [0.55965093 0.44034907] After improvements [0.92036186 0.07963814] probability [0.37121688 0.62878312] After improvements [0.88657555 0.11342445] probability [0.16388984 0.83611016] After improvements [0.85477311 0.14522689] probability [0.39493951 0.60506049] After improvements [0.92119558 0.07880442] probability [0.84811907 0.15188093] After improvements [0.98315289 0.01684711] probability [0.27318362 0.72681638] After improvements [0.91360676 0.08639324] probability [0.22714419 0.77285581] After improvements [0.83673182 0.16326818] probability [0.35022451 0.64977549] After improvements [0.9345799 0.0654201] probability [0.39716604 0.60283396] After improvements [0.82805474 0.17194526] probability [0.2991893 0.7008107] After improvements [0.88157765 0.11842235] probability [0.39424899 0.60575101] After improvements [0.8727563 0.1272437] probability [0.14169661 0.85830339] After improvements [0.80620874 0.19379126] probability [0.44027844 0.55972156] After improvements [0.93741126 0.06258874] probability [0.28373659 0.71626341] After improvements [0.85869866 0.14130134] probability [0.47281992 0.52718008] After improvements [0.88798718 0.11201282] probability [0.29073848 0.70926152] After improvements [0.88355322 0.11644678] probability [0.12390866 0.87609134] After improvements [0.83345947 0.16654053] probability [0.27802982 0.72197018] After improvements [0.87697187 0.12302813] probability [0.36734267 0.63265733] After improvements [0.90921644 0.09078356] probability [0.22775151 0.77224849] After improvements [0.84392869 0.15607131] probability [0.44019035 0.55980965] After improvements [0.9255316 0.0744684] probability [0.42110892 0.57889108] After improvements [0.87834351 0.12165649] probability [0.28590498 0.71409502] After improvements [0.89218284 0.10781716] probability [0.59439447 0.40560553] After improvements [0.92756896 0.07243104] probability [0.33636789 0.66363211] After improvements [0.91096156 0.08903844] probability [0.57481687 0.42518313] After improvements [0.91453712 0.08546288] probability [0.49860023 0.50139977] After improvements [0.87557974 0.12442026] probability [0.29086673 0.70913327] After improvements [0.88531929 0.11468071] probability [0.55486582 0.44513418] After improvements [0.94544633 0.05455367] probability [0.23130556 0.76869444] After improvements [0.85225019 0.14774981] probability [0.25831925 0.74168075] After improvements [0.87842464 0.12157536] probability [0.31553491 0.68446509] After improvements [0.90476511 0.09523489] probability [0.50071401 0.49928599] After improvements [0.91297596 0.08702404] probability [0.50129708 0.49870292] After improvements [0.91074146 0.08925854] probability [0.34000075 0.65999925] After improvements [0.85236168 0.14763832] probability [0.15584355 0.84415645] After improvements [0.82793642 0.17206358] probability [0.32007941 0.67992059] After improvements [0.83239047 0.16760953] probability [0.31616633 0.68383367] After improvements [0.89054488 0.10945512] probability [0.24594468 0.75405532] After improvements [0.85156667 0.14843333] probability [0.42689703 0.57310297] After improvements [0.88809641 0.11190359] probability [0.5209138 0.4790862] After improvements [0.91692164 0.08307836] probability [0.56679956 0.43320044] After improvements [0.95554752 0.04445248] probability [0.75987255 0.24012745] After improvements [0.96008116 0.03991884] probability [0.61458867 0.38541133] After improvements [0.93592017 0.06407983] probability [0.34498969 0.65501031] After improvements [0.91350775 0.08649225] probability [0.22609705 0.77390295] After improvements [0.85959617 0.14040383] probability [0.19116614 0.80883386] After improvements [0.86669256 0.13330744] probability [0.20702368 0.79297632] After improvements [0.87363525 0.12636475] probability [0.17283089 0.82716911] After improvements [0.82800941 0.17199059] probability [0.32185107 0.67814893] After improvements [0.90162563 0.09837437] probability [0.54689893 0.45310107] After improvements [0.92756896 0.07243104] probability [0.73791834 0.26208166] After improvements [0.94441265 0.05558735] probability [0.26863525 0.73136475] After improvements [0.85337434 0.14662566] probability [0.06581981 0.93418019] After improvements [0.80446039 0.19553961] probability [0.57122496 0.42877504] After improvements [0.95185543 0.04814457] probability [0.54997193 0.45002807] After improvements [0.9560074 0.0439926] probability [0.51668967 0.48331033] After improvements [0.95079714 0.04920286] probability [0.22821114 0.77178886] After improvements [0.88961876 0.11038124] probability [0.35909179 0.64090821] After improvements [0.91750227 0.08249773] probability [0.62175599 0.37824401] After improvements [0.95262421 0.04737579] probability [0.56751446 0.43248554] After improvements [0.92924418 0.07075582] probability [0.28018461 0.71981539] After improvements [0.87307705 0.12692295] probability [0.19942512 0.80057488] After improvements [0.82923073 0.17076927] probability [0.41747141 0.58252859] After improvements [0.92466731 0.07533269] probability [0.53784695 0.46215305] After improvements [0.93317589 0.06682411] probability [0.05262396 0.94737604] After improvements [0.87649101 0.12350899] probability [0.52660404 0.47339596] After improvements [0.92694515 0.07305485] probability [0.44797625 0.55202375] After improvements [0.89188831 0.10811169] probability [0.06698644 0.93301356] After improvements [0.85219176 0.14780824] probability [0.25582729 0.74417271] After improvements [0.85914143 0.14085857] probability [0.16065078 0.83934922] After improvements [0.88173802 0.11826198] probability [0.24645464 0.75354536] After improvements [0.85518306 0.14481694] probability [0.27152771 0.72847229] After improvements [0.86903734 0.13096266] probability [0.12878828 0.87121172] After improvements [0.81339465 0.18660535] probability [0.6392727 0.3607273] After improvements [0.93254071 0.06745929] probability [0.73103703 0.26896297] After improvements [0.96604075 0.03395925] probability [0.17737779 0.82262221] After improvements [0.80664438 0.19335562] probability [0.2529192 0.7470808] After improvements [0.8187105 0.1812895] probability [0.51522347 0.48477653] After improvements [0.94785146 0.05214854] probability [0.47038297 0.52961703] After improvements [0.89245911 0.10754089] probability [0.63672913 0.36327087] After improvements [0.93066048 0.06933952] probability [0.46063522 0.53936478] After improvements [0.90751063 0.09248937] probability [0.36301505 0.63698495] After improvements [0.87824091 0.12175909] probability [0.25187491 0.74812509] After improvements [0.86903434 0.13096566] probability [0.32758969 0.67241031] After improvements [0.9041512 0.0958488] probability [0.48086303 0.51913697] After improvements [0.88383293 0.11616707] probability [0.46726388 0.53273612] After improvements [0.9076203 0.0923797] probability [0.29521352 0.70478648] After improvements [0.88858545 0.11141455] probability [0.46338764 0.53661236] After improvements [0.91186695 0.08813305] probability [0.43244025 0.56755975] After improvements [0.889355 0.110645] probability [0.3409626 0.6590374] After improvements [0.91147758 0.08852242] probability [0.35797853 0.64202147] After improvements [0.90422747 0.09577253] probability [0.21183112 0.78816888] After improvements [0.85008676 0.14991324] probability [0.23917997 0.76082003] After improvements [0.87008312 0.12991688] probability [0.57071491 0.42928509] After improvements [0.9399764 0.0600236] probability [0.36671213 0.63328787] After improvements [0.92912137 0.07087863] probability [0.72187429 0.27812571] After improvements [0.9768679 0.0231321] probability [0.44696057 0.55303943] After improvements [0.88982621 0.11017379] probability [0.68058686 0.31941314] After improvements [0.93470287 0.06529713] probability [0.70200438 0.29799562] After improvements [0.96459911 0.03540089] probability [0.71996549 0.28003451] After improvements [0.94746911 0.05253089] probability [0.07656357 0.92343643] After improvements [0.82673686 0.17326314] probability [0.18996853 0.81003147] After improvements [0.8797722 0.1202278] probability [0.15112305 0.84887695] After improvements [0.85191409 0.14808591] probability [0.57095535 0.42904465] After improvements [0.9135333 0.0864667] probability [0.34848354 0.65151646] After improvements [0.90406427 0.09593573] probability [0.46996265 0.53003735] After improvements [0.92168116 0.07831884] probability [0.55795251 0.44204749] After improvements [0.92539547 0.07460453] probability [0.41782897 0.58217103] After improvements [0.92089347 0.07910653] probability [0.4439205 0.5560795] After improvements [0.91968501 0.08031499] probability [0.28268618 0.71731382] After improvements [0.84787328 0.15212672] probability [0.22091297 0.77908703] After improvements [0.83876056 0.16123944] probability [0.33594989 0.66405011] After improvements [0.91210612 0.08789388] probability [0.10166065 0.89833935] After improvements [0.84369762 0.15630238] probability [0.1711495 0.8288505] After improvements [0.80972048 0.19027952] probability [0.401213 0.598787] After improvements [0.82949214 0.17050786] probability [0.40865703 0.59134297] After improvements [0.90206204 0.09793796] probability [0.36102626 0.63897374] After improvements [0.91210759 0.08789241] probability [0.4849455 0.5150545] After improvements [0.9338182 0.0661818] probability [0.25957243 0.74042757] After improvements [0.86176113 0.13823887] probability [0.29284095 0.70715905] After improvements [0.87613841 0.12386159] probability [0.2090286 0.7909714] After improvements [0.83548786 0.16451214] probability [0.20231949 0.79768051] After improvements [0.85511264 0.14488736] probability [0.54553359 0.45446641] After improvements [0.89206151 0.10793849] probability [0.43608565 0.56391435] After improvements [0.90074974 0.09925026] probability [0.48647967 0.51352033] After improvements [0.90659005 0.09340995] probability [0.40524084 0.59475916] After improvements [0.83758858 0.16241142] probability [0.25017708 0.74982292] After improvements [0.84707168 0.15292832] probability [0.44091664 0.55908336] After improvements [0.8776203 0.1223797] probability [0.31839944 0.68160056] After improvements [0.89039814 0.10960186] probability [0.29843766 0.70156234] After improvements [0.83765955 0.16234045] probability [0.41309512 0.58690488] After improvements [0.89689142 0.10310858] probability [0.24091447 0.75908553] After improvements [0.86688132 0.13311868] probability [0.05943297 0.94056703] After improvements [0.80790349 0.19209651] probability [0.66784273 0.33215727] After improvements [0.9336353 0.0663647] probability [0.25684677 0.74315323] After improvements [0.87075533 0.12924467] probability [0.20221384 0.79778616] After improvements [0.83650365 0.16349635] probability [0.34716605 0.65283395] After improvements [0.88850821 0.11149179] probability [0.71659433 0.28340567] After improvements [0.94869536 0.05130464] probability [0.56638493 0.43361507] After improvements [0.93664689 0.06335311] probability [0.63052161 0.36947839] After improvements [0.95723918 0.04276082] probability [0.46397704 0.53602296] After improvements [0.90410406 0.09589594] probability [0.74112287 0.25887713] After improvements [0.95922757 0.04077243] probability [0.36796671 0.63203329] After improvements [0.91637862 0.08362138] probability [0.40822637 0.59177363] After improvements [0.90073057 0.09926943] probability [0.44092703 0.55907297] After improvements [0.91017987 0.08982013] probability [0.32697013 0.67302987] After improvements [0.89160117 0.10839883] probability [0.5848504 0.4151496] After improvements [0.95984966 0.04015034] probability [0.62453211 0.37546789] After improvements [0.93825032 0.06174968] probability [0.16130027 0.83869973] After improvements [0.85950667 0.14049333] probability [0.83720772 0.16279228] After improvements [0.96989605 0.03010395] probability [0.25488502 0.74511498] After improvements [0.81540493 0.18459507] probability [0.23844772 0.76155228] After improvements [0.81153827 0.18846173] probability [0.23041708 0.76958292] After improvements [0.86303024 0.13696976] probability [0.39538686 0.60461314] After improvements [0.89203969 0.10796031] probability [0.42676047 0.57323953] After improvements [0.907114 0.092886] probability [0.11578632 0.88421368] After improvements [0.83844287 0.16155713] probability [0.23090816 0.76909184] After improvements [0.86884097 0.13115903] probability [0.20664431 0.79335569] After improvements [0.84135656 0.15864344] probability [0.24290362 0.75709638] After improvements [0.85620456 0.14379544] probability [0.30659973 0.69340027] After improvements [0.90345804 0.09654196] probability [0.27412305 0.72587695] After improvements [0.87150004 0.12849996] probability [0.1948222 0.8051778] After improvements [0.80826435 0.19173565] probability [0.22974965 0.77025035] After improvements [0.86288712 0.13711288] probability [0.37507437 0.62492563] After improvements [0.89712931 0.10287069] probability [0.61818664 0.38181336] After improvements [0.92160122 0.07839878] probability [0.47993144 0.52006856] After improvements [0.92233869 0.07766131] probability [0.58889049 0.41110951] After improvements [0.94365231 0.05634769] probability [0.56392893 0.43607107] After improvements [0.94107617 0.05892383] probability [0.61807553 0.38192447] After improvements [0.96375188 0.03624812] probability [0.49340259 0.50659741] After improvements [0.87486046 0.12513954] probability [0.11277188 0.88722812] After improvements [0.82699418 0.17300582] probability [0.2144894 0.7855106] After improvements [0.81702903 0.18297097] probability [0.24833175 0.75166825] After improvements [0.83353059 0.16646941] probability [0.28118562 0.71881438] After improvements [0.87864108 0.12135892] probability [0.07216649 0.92783351] After improvements [0.84367438 0.15632562] probability [0.43078297 0.56921703] After improvements [0.93174342 0.06825658] probability [0.26798122 0.73201878] After improvements [0.87036329 0.12963671] probability [0.09773672 0.90226328] After improvements [0.86607669 0.13392331] probability [0.14569646 0.85430354] After improvements [0.85938793 0.14061207] probability [0.21735922 0.78264078] After improvements [0.81857627 0.18142373] probability [0.50815612 0.49184388] After improvements [0.9164001 0.0835999] probability [0.29527659 0.70472341] After improvements [0.87377336 0.12622664] probability [0.40745855 0.59254145] After improvements [0.90083741 0.09916259] probability [0.79134263 0.20865737] After improvements [0.96526774 0.03473226] probability [0.6133781 0.3866219] After improvements [0.94941782 0.05058218] probability [0.17697172 0.82302828] After improvements [0.8365065 0.1634935] probability [0.48026676 0.51973324] After improvements [0.8899134 0.1100866] probability [0.60715959 0.39284041] After improvements [0.94401809 0.05598191] probability [0.36759492 0.63240508] After improvements [0.90971932 0.09028068] probability [0.47571372 0.52428628] After improvements [0.92111916 0.07888084] probability [0.20043587 0.79956413] After improvements [0.81694526 0.18305474] probability [0.57594029 0.42405971] After improvements [0.91876663 0.08123337] probability [0.30217469 0.69782531] After improvements [0.89379731 0.10620269] probability [0.43320551 0.56679449] After improvements [0.84396567 0.15603433] probability [0.14058576 0.85941424] After improvements [0.85799321 0.14200679] probability [0.5114079 0.4885921] After improvements [0.93951644 0.06048356] probability [0.20692811 0.79307189] After improvements [0.84174494 0.15825506] probability [0.62256245 0.37743755] After improvements [0.89288243 0.10711757] probability [0.25487989 0.74512011] After improvements [0.86649454 0.13350546] probability [0.27494816 0.72505184] After improvements [0.86340188 0.13659812] probability [0.15113702 0.84886298] After improvements [0.80309218 0.19690782] probability [0.35726636 0.64273364] After improvements [0.87536181 0.12463819] probability [0.41187216 0.58812784] After improvements [0.94155247 0.05844753] probability [0.40027796 0.59972204] After improvements [0.87878606 0.12121394] probability [0.5269458 0.4730542] After improvements [0.9258364 0.0741636] probability [0.7286971 0.2713029] After improvements [0.95397621 0.04602379] probability [0.11649262 0.88350738] After improvements [0.80355976 0.19644024] probability [0.24485631 0.75514369] After improvements [0.91215592 0.08784408] probability [0.36794881 0.63205119] After improvements [0.91724896 0.08275104] probability [0.35424744 0.64575256] After improvements [0.86604141 0.13395859] probability [0.52791101 0.47208899] After improvements [0.95482393 0.04517607] probability [0.27470357 0.72529643] After improvements [0.87804529 0.12195471] probability [0.50282887 0.49717113] After improvements [0.93174342 0.06825658] probability [0.25354829 0.74645171] After improvements [0.86448899 0.13551101] probability [0.23347057 0.76652943] After improvements [0.85458431 0.14541569] probability [0.29240376 0.70759624] After improvements [0.88415167 0.11584833] probability [0.29030279 0.70969721] After improvements [0.86937587 0.13062413] probability [0.50741758 0.49258242] After improvements [0.92024815 0.07975185] probability [0.78305331 0.21694669] After improvements [0.95028222 0.04971778] probability [0.15768813 0.84231187] After improvements [0.8298826 0.1701174] probability [0.24598337 0.75401663] After improvements [0.87888003 0.12111997] probability [0.27334211 0.72665789] After improvements [0.88008681 0.11991319] probability [0.27669534 0.72330466] After improvements [0.87696989 0.12303011] probability [0.25434125 0.74565875] After improvements [0.86610391 0.13389609] probability [0.16172632 0.83827368] After improvements [0.86096733 0.13903267] probability [0.14615237 0.85384763] After improvements [0.86632508 0.13367492] probability [0.22288753 0.77711247] After improvements [0.85508355 0.14491645] probability [0.6819036 0.3180964] After improvements [0.94396476 0.05603524] probability [0.5868711 0.4131289] After improvements [0.90723893 0.09276107] probability [0.19243717 0.80756283] After improvements [0.8781761 0.1218239] probability [0.44841468 0.55158532] After improvements [0.93586986 0.06413014] probability [0.06701136 0.93298864] After improvements [0.84099588 0.15900412] probability [0.36770481 0.63229519] After improvements [0.91162202 0.08837798] probability [0.26526936 0.73473064] After improvements [0.87485371 0.12514629] probability [0.16820028 0.83179972] After improvements [0.87886336 0.12113664] probability [0.1864009 0.8135991] After improvements [0.81505272 0.18494728] probability [0.5503382 0.4496618] After improvements [0.8988474 0.1011526] probability [0.31483386 0.68516614] After improvements [0.90267782 0.09732218] probability [0.79536902 0.20463098] After improvements [0.96232206 0.03767794] probability [0.36686471 0.63313529] After improvements [0.88708564 0.11291436] probability [0.86112393 0.13887607] After improvements [0.97240867 0.02759133] probability [0.32087165 0.67912835] After improvements [0.83742493 0.16257507] probability [0.21463828 0.78536172] After improvements [0.87660888 0.12339112] probability [0.4358468 0.5641532] After improvements [0.90114875 0.09885125] probability [0.55002576 0.44997424] After improvements [0.9244139 0.0755861] probability [0.2100288 0.7899712] After improvements [0.8711427 0.1288573] probability [0.56927307 0.43072693] After improvements [0.94511039 0.05488961] probability [0.47446795 0.52553205] After improvements [0.8977264 0.1022736] probability [0.78727725 0.21272275] After improvements [0.94670074 0.05329926] probability [0.58148552 0.41851448] After improvements [0.91788536 0.08211464] probability [0.41431272 0.58568728] After improvements [0.82070638 0.17929362] probability [0.666795 0.333205] After improvements [0.92354092 0.07645908] probability [0.2212556 0.7787444] After improvements [0.84758904 0.15241096] probability [0.74274846 0.25725154] After improvements [0.94571706 0.05428294] probability [0.0398966 0.9601034] After improvements [0.83862498 0.16137502] probability [0.20846828 0.79153172] After improvements [0.82052354 0.17947646] probability [0.33243199 0.66756801] After improvements [0.81971434 0.18028566] probability [0.31511483 0.68488517] After improvements [0.80870845 0.19129155] probability [0.23217439 0.76782561] After improvements [0.82997185 0.17002815] probability [0.22435595 0.77564405] After improvements [0.8932915 0.1067085] probability [0.25286917 0.74713083] After improvements [0.86566959 0.13433041] probability [0.12707768 0.87292232] After improvements [0.8499888 0.1500112] probability [0.04804126 0.95195874] After improvements [0.82070112 0.17929888] probability [0.80221058 0.19778942] After improvements [0.96607956 0.03392044] probability [0.1441796 0.8558204] After improvements [0.84400742 0.15599258] probability [0.64369697 0.35630303] After improvements [0.95984966 0.04015034] probability [0.70197378 0.29802622] After improvements [0.94107617 0.05892383] probability [0.33961386 0.66038614] After improvements [0.90516402 0.09483598] probability [0.41169073 0.58830927] After improvements [0.90937112 0.09062888] probability [0.66144614 0.33855386] After improvements [0.94440026 0.05559974] probability [0.65823796 0.34176204] After improvements [0.9079547 0.0920453] probability [0.45934812 0.54065188] After improvements [0.86987741 0.13012259] probability [0.48646558 0.51353442] After improvements [0.92961808 0.07038192] probability [0.67519282 0.32480718] After improvements [0.94037463 0.05962537] probability [0.27955558 0.72044442] After improvements [0.91283321 0.08716679] probability [0.56556207 0.43443793] After improvements [0.94440026 0.05559974] probability [0.37587841 0.62412159] After improvements [0.91162202 0.08837798] probability [0.59632081 0.40367919] After improvements [0.93756647 0.06243353] probability [0.71053046 0.28946954] After improvements [0.9367542 0.0632458] probability [0.22353006 0.77646994] After improvements [0.84197542 0.15802458] probability [0.2141651 0.7858349] After improvements [0.82507372 0.17492628] probability [0.82516727 0.17483273] After improvements [0.95529095 0.04470905] probability [0.49393985 0.50606015] After improvements [0.92269521 0.07730479] probability [0.32879865 0.67120135] After improvements [0.89678989 0.10321011] probability [0.46131025 0.53868975] After improvements [0.91297596 0.08702404] probability [0.84021104 0.15978896] After improvements [0.97588945 0.02411055] probability [0.15999248 0.84000752] After improvements [0.87810813 0.12189187] probability [0.39558556 0.60441444] After improvements [0.88911186 0.11088814] probability [0.4752186 0.5247814] After improvements [0.90049041 0.09950959] probability [0.57650597 0.42349403] After improvements [0.89875907 0.10124093] probability [0.56385941 0.43614059] After improvements [0.95784906 0.04215094] probability [0.27972033 0.72027967] After improvements [0.80363805 0.19636195] probability [0.18511828 0.81488172] After improvements [0.83653017 0.16346983] probability [0.63328741 0.36671259] After improvements [0.94013178 0.05986822] probability [0.20199331 0.79800669] After improvements [0.83913619 0.16086381] probability [0.15827797 0.84172203] After improvements [0.85256507 0.14743493] probability [0.44804133 0.55195867] After improvements [0.94013178 0.05986822] probability [0.3049966 0.6950034] After improvements [0.87819448 0.12180552] probability [0.03440192 0.96559808] After improvements [0.80677116 0.19322884] probability [0.42195091 0.57804909] After improvements [0.92728993 0.07271007] probability [0.27287491 0.72712509] After improvements [0.81617286 0.18382714] probability [0.5335015 0.4664985] After improvements [0.92466603 0.07533397] probability [0.18747814 0.81252186] After improvements [0.82554365 0.17445635] probability [0.27860152 0.72139848] After improvements [0.8780848 0.1219152] probability [0.65270317 0.34729683] After improvements [0.92466603 0.07533397] probability [0.71540172 0.28459828] After improvements [0.95463556 0.04536444] probability [0.36122099 0.63877901] After improvements [0.90169242 0.09830758] probability [0.35440295 0.64559705] After improvements [0.86528094 0.13471906] probability [0.29821013 0.70178987] After improvements [0.88263965 0.11736035] probability [0.42597586 0.57402414] After improvements [0.93489886 0.06510114] probability [0.42479874 0.57520126] After improvements [0.87890048 0.12109952] probability [0.4062758 0.5937242] After improvements [0.93268497 0.06731503] probability [0.35746926 0.64253074] After improvements [0.86487762 0.13512238] probability [0.53788976 0.46211024] After improvements [0.92995623 0.07004377] probability [0.35565104 0.64434896] After improvements [0.83585116 0.16414884] probability [0.39203024 0.60796976] After improvements [0.86278509 0.13721491] probability [0.49268773 0.50731227] After improvements [0.91430823 0.08569177] probability [0.40437673 0.59562327] After improvements [0.91897936 0.08102064] probability [0.37771665 0.62228335] After improvements [0.91572884 0.08427116] probability [0.37995575 0.62004425] After improvements [0.91646022 0.08353978] probability [0.74807546 0.25192454] After improvements [0.94948003 0.05051997] probability [0.51548588 0.48451412] After improvements [0.92046993 0.07953007] probability [0.36385307 0.63614693] After improvements [0.87012977 0.12987023] probability [0.42070711 0.57929289] After improvements [0.90200078 0.09799922] probability [0.49787079 0.50212921] After improvements [0.87579368 0.12420632] probability [0.65571354 0.34428646] After improvements [0.93023228 0.06976772] probability [0.57567806 0.42432194] After improvements [0.9453713 0.0546287] probability [0.55392469 0.44607531] After improvements [0.93143506 0.06856494] probability [0.14500262 0.85499738] After improvements [0.87409939 0.12590061] probability [0.82462705 0.17537295] After improvements [0.96469435 0.03530565] probability [0.21095749 0.78904251] After improvements [0.83901437 0.16098563] probability [0.17199449 0.82800551] After improvements [0.86674424 0.13325576] probability [0.15644761 0.84355239] After improvements [0.83317694 0.16682306] probability [0.16479259 0.83520741] After improvements [0.88194301 0.11805699] probability [0.28642275 0.71357725] After improvements [0.87023061 0.12976939] probability [0.82350564 0.17649436] After improvements [0.96936046 0.03063954] probability [0.27340258 0.72659742] After improvements [0.87287164 0.12712836] probability [0.83969474 0.16030526] After improvements [0.97281508 0.02718492] probability [0.61408028 0.38591972] After improvements [0.91498279 0.08501721] probability [0.34919173 0.65080827] After improvements [0.89926637 0.10073363] probability [0.49586574 0.50413426] After improvements [0.94584131 0.05415869] probability [0.41164946 0.58835054] After improvements [0.8415151 0.1584849] probability [0.34284582 0.65715418] After improvements [0.90291745 0.09708255] probability [0.34282053 0.65717947] After improvements [0.90087612 0.09912388] probability [0.36369446 0.63630554] After improvements [0.91562483 0.08437517] probability [0.51116029 0.48883971] After improvements [0.88066447 0.11933553] probability [0.46636988 0.53363012] After improvements [0.90059712 0.09940288] probability [0.5826924 0.4173076] After improvements [0.90434011 0.09565989] probability [0.10465282 0.89534718] After improvements [0.81657063 0.18342937] probability [0.46252259 0.53747741] After improvements [0.9203632 0.0796368] probability [0.31966452 0.68033548] After improvements [0.88932599 0.11067401] probability [0.32635705 0.67364295] After improvements [0.89883583 0.10116417] probability [0.35727555 0.64272445] After improvements [0.91971556 0.08028444] probability [0.23620467 0.76379533] After improvements [0.85769113 0.14230887] probability [0.45652476 0.54347524] After improvements [0.91095248 0.08904752] probability [0.22687351 0.77312649] After improvements [0.85810599 0.14189401] probability [0.29551285 0.70448715] After improvements [0.88496444 0.11503556] probability [0.84015659 0.15984341] After improvements [0.96134759 0.03865241] probability [0.25126042 0.74873958] After improvements [0.8225732 0.1774268] probability [0.48436838 0.51563162] After improvements [0.92777833 0.07222167] probability [0.32634556 0.67365444] After improvements [0.82596714 0.17403286] probability [0.69281685 0.30718315] After improvements [0.93390347 0.06609653] probability [0.42621345 0.57378655] After improvements [0.87746036 0.12253964] probability [0.31893581 0.68106419] After improvements [0.8593132 0.1406868] probability [0.14775311 0.85224689] After improvements [0.81062099 0.18937901] probability [0.20840567 0.79159433] After improvements [0.82972078 0.17027922] probability [0.8042301 0.1957699] After improvements [0.95051805 0.04948195] probability [0.13036236 0.86963764] After improvements [0.80330001 0.19669999] probability [0.52201268 0.47798732] After improvements [0.93242677 0.06757323] probability [0.29911653 0.70088347] After improvements [0.87494595 0.12505405] probability [0.56480615 0.43519385] After improvements [0.9161006 0.0838994] probability [0.49638246 0.50361754] After improvements [0.86936949 0.13063051] probability [0.74661392 0.25338608] After improvements [0.95131444 0.04868556] probability [0.33060435 0.66939565] After improvements [0.83374509 0.16625491] probability [0.61922125 0.38077875] After improvements [0.88965578 0.11034422] probability [0.39463977 0.60536023] After improvements [0.91692164 0.08307836] probability [0.31960625 0.68039375] After improvements [0.86972794 0.13027206] probability [0.43442209 0.56557791] After improvements [0.92995504 0.07004496] probability [0.13293069 0.86706931] After improvements [0.81179704 0.18820296] probability [0.20008122 0.79991878] After improvements [0.85819277 0.14180723] probability [0.16348055 0.83651945] After improvements [0.83232352 0.16767648] probability [0.61736119 0.38263881] After improvements [0.93245398 0.06754602] probability [0.32570215 0.67429785] After improvements [0.90697667 0.09302333] probability [0.75616648 0.24383352] After improvements [0.95926019 0.04073981] probability [0.43537578 0.56462422] After improvements [0.89788428 0.10211572] probability [0.47226358 0.52773642] After improvements [0.94777224 0.05222776] probability [0.28059365 0.71940635] After improvements [0.85484069 0.14515931] probability [0.50914463 0.49085537] After improvements [0.9291071 0.0708929] probability [0.29684058 0.70315942] After improvements [0.8863157 0.1136843] probability [0.63461263 0.36538737] After improvements [0.96742981 0.03257019] probability [0.35713173 0.64286827] After improvements [0.89816902 0.10183098] probability [0.36071396 0.63928604] After improvements [0.91484661 0.08515339] probability [0.3465805 0.6534195] After improvements [0.87015917 0.12984083] probability [0.18423532 0.81576468] After improvements [0.86947581 0.13052419] probability [0.64154209 0.35845791] After improvements [0.92601337 0.07398663] probability [0.674217 0.325783] After improvements [0.94817024 0.05182976] probability [0.25529213 0.74470787] After improvements [0.87216464 0.12783536] probability [0.20240622 0.79759378] After improvements [0.83810021 0.16189979] probability [0.7244448 0.2755552] After improvements [0.95984966 0.04015034] probability [0.26681358 0.73318642] After improvements [0.86597666 0.13402334] probability [0.15323164 0.84676836] After improvements [0.87781386 0.12218614] probability [0.21556531 0.78443469] After improvements [0.88974964 0.11025036] probability [0.55514375 0.44485625] After improvements [0.91901244 0.08098756] probability [0.3125422 0.6874578] After improvements [0.8132574 0.1867426] probability [0.41311317 0.58688683] After improvements [0.85149008 0.14850992] probability [0.67857302 0.32142698] After improvements [0.93711014 0.06288986] probability [0.20882511 0.79117489] After improvements [0.83504007 0.16495993] probability [0.67620527 0.32379473] After improvements [0.92508456 0.07491544] probability [0.59921196 0.40078804] After improvements [0.94972448 0.05027552] probability [0.29447788 0.70552212] After improvements [0.88735573 0.11264427] probability [0.60076609 0.39923391] After improvements [0.91074146 0.08925854] probability [0.39089886 0.60910114] After improvements [0.9243542 0.0756458] probability [0.41243625 0.58756375] After improvements [0.90775092 0.09224908] probability [0.24498963 0.75501037] After improvements [0.87170008 0.12829992] probability [0.23779356 0.76220644] After improvements [0.81752634 0.18247366] probability [0.11249517 0.88750483] After improvements [0.83554096 0.16445904] probability [0.64200005 0.35799995] After improvements [0.91109226 0.08890774] probability [0.6760421 0.3239579] After improvements [0.93406508 0.06593492] probability [0.45091796 0.54908204] After improvements [0.93827505 0.06172495] probability [0.31006453 0.68993547] After improvements [0.8953648 0.1046352] probability [0.7453362 0.2546638] After improvements [0.94828104 0.05171896] probability [0.24116683 0.75883317] After improvements [0.85896985 0.14103015] probability [0.39458195 0.60541805] After improvements [0.8968188 0.1031812] probability [0.1955421 0.8044579] After improvements [0.83069517 0.16930483] probability [0.51970262 0.48029738] After improvements [0.92678941 0.07321059] probability [0.24241594 0.75758406] After improvements [0.87079351 0.12920649] probability [0.15768783 0.84231217] After improvements [0.87734957 0.12265043] probability [0.5236816 0.4763184] After improvements [0.92354092 0.07645908] probability [0.16970587 0.83029413] After improvements [0.88445505 0.11554495] probability [0.35100676 0.64899324] After improvements [0.89817709 0.10182291] probability [0.42726115 0.57273885] After improvements [0.93188611 0.06811389] probability [0.43454552 0.56545448] After improvements [0.87942485 0.12057515] probability [0.45161649 0.54838351] After improvements [0.90415279 0.09584721] probability [0.26977638 0.73022362] After improvements [0.88459525 0.11540475] probability [0.40030562 0.59969438] After improvements [0.89115315 0.10884685] probability [0.24570254 0.75429746] After improvements [0.90925888 0.09074112] probability [0.6712314 0.3287686] After improvements [0.9573206 0.0426794] probability [0.43258764 0.56741236] After improvements [0.91430967 0.08569033] probability [0.30833689 0.69166311] After improvements [0.86356235 0.13643765] probability [0.52052683 0.47947317] After improvements [0.88066447 0.11933553] probability [0.3501255 0.6498745] After improvements [0.94269136 0.05730864] probability [0.23994602 0.76005398] After improvements [0.87491425 0.12508575] probability [0.27228769 0.72771231] After improvements [0.8830782 0.1169218] probability [0.3140343 0.6859657] After improvements [0.89982422 0.10017578] probability [0.31511694 0.68488306] After improvements [0.812979 0.187021] probability [0.47530101 0.52469899] After improvements [0.87432334 0.12567666] probability [0.18041405 0.81958595] After improvements [0.80398859 0.19601141] probability [0.60933751 0.39066249] After improvements [0.94355189 0.05644811] probability [0.54491212 0.45508788] After improvements [0.92884589 0.07115411] probability [0.2289319 0.7710681] After improvements [0.85640171 0.14359829] probability [0.47588839 0.52411161] After improvements [0.89922493 0.10077507] probability [0.37160796 0.62839204] After improvements [0.91304298 0.08695702] probability [0.40122348 0.59877652] After improvements [0.92354222 0.07645778] probability [0.79908284 0.20091716] After improvements [0.96436074 0.03563926] probability [0.36254183 0.63745817] After improvements [0.94579791 0.05420209] probability [0.78237598 0.21762402] After improvements [0.94972448 0.05027552] probability [0.60666005 0.39333995] After improvements [0.95374569 0.04625431] probability [0.29613521 0.70386479] After improvements [0.88235648 0.11764352] probability [0.44983973 0.55016027] After improvements [0.89246927 0.10753073] probability [0.14544611 0.85455389] After improvements [0.81216783 0.18783217] probability [0.155114 0.844886] After improvements [0.87395197 0.12604803] probability [0.32518818 0.67481182] After improvements [0.89947448 0.10052552] probability [0.42067683 0.57932317] After improvements [0.90202403 0.09797597] probability [0.29800408 0.70199592] After improvements [0.88527707 0.11472293] probability [0.266249 0.733751] After improvements [0.86385926 0.13614074] probability [0.24825996 0.75174004] After improvements [0.82338889 0.17661111] probability [0.68367551 0.31632449] After improvements [0.93400482 0.06599518] probability [0.75910451 0.24089549] After improvements [0.95529095 0.04470905] probability [0.4779552 0.5220448] After improvements [0.94889052 0.05110948] probability [0.46005349 0.53994651] After improvements [0.85259601 0.14740399] probability [0.39437308 0.60562692] After improvements [0.8694325 0.1305675] probability [0.54414413 0.45585587] After improvements [0.95814695 0.04185305] probability [0.81189899 0.18810101] After improvements [0.96433718 0.03566282] probability [0.10690902 0.89309098] After improvements [0.87103584 0.12896416] probability [0.23319993 0.76680007] After improvements [0.85657502 0.14342498] probability [0.51975196 0.48024804] After improvements [0.92698878 0.07301122] probability [0.14788854 0.85211146] After improvements [0.86708921 0.13291079] probability [0.56194294 0.43805706] After improvements [0.93261671 0.06738329] probability [0.16895417 0.83104583] After improvements [0.87764618 0.12235382] probability [0.23707207 0.76292793] After improvements [0.85542122 0.14457878] probability [0.61465608 0.38534392] After improvements [0.94751883 0.05248117] probability [0.82826176 0.17173824] After improvements [0.96739737 0.03260263] probability [0.76825912 0.23174088] After improvements [0.95740832 0.04259168] probability [0.33817281 0.66182719] After improvements [0.91515308 0.08484692] probability [0.09439634 0.90560366] After improvements [0.85591618 0.14408382] probability [0.64626572 0.35373428] After improvements [0.92989714 0.07010286] probability [0.50968904 0.49031096] After improvements [0.91635327 0.08364673] probability [0.37420026 0.62579974] After improvements [0.84807829 0.15192171] probability [0.71012278 0.28987722] After improvements [0.92884589 0.07115411] probability [0.57208824 0.42791176] After improvements [0.90801076 0.09198924] probability [0.22124821 0.77875179] After improvements [0.89156862 0.10843138] probability [0.46070865 0.53929135] After improvements [0.93348941 0.06651059] probability [0.17354069 0.82645931] After improvements [0.85123535 0.14876465] probability [0.53644623 0.46355377] After improvements [0.91646022 0.08353978] probability [0.47144292 0.52855708] After improvements [0.90704288 0.09295712] probability [0.38945943 0.61054057] After improvements [0.86622074 0.13377926] probability [0.26288114 0.73711886] After improvements [0.87622367 0.12377633] probability [0.12673873 0.87326127] After improvements [0.81758173 0.18241827] probability [0.71286954 0.28713046] After improvements [0.94837674 0.05162326] probability [0.79418229 0.20581771] After improvements [0.96584259 0.03415741] probability [0.11929156 0.88070844] After improvements [0.83993658 0.16006342] probability [0.62153934 0.37846066] After improvements [0.9489501 0.0510499] probability [0.76229651 0.23770349] After improvements [0.95258528 0.04741472] probability [0.48157704 0.51842296] After improvements [0.90275353 0.09724647] probability [0.24136741 0.75863259] After improvements [0.85831582 0.14168418] probability [0.46687473 0.53312527] After improvements [0.94189389 0.05810611] probability [0.29006778 0.70993222] After improvements [0.88620471 0.11379529] probability [0.73289125 0.26710875] After improvements [0.95122946 0.04877054] probability [0.51598109 0.48401891] After improvements [0.91876839 0.08123161] probability [0.34764576 0.65235424] After improvements [0.9079547 0.0920453] probability [0.2477131 0.7522869] After improvements [0.8197433 0.1802567] probability [0.49120619 0.50879381] After improvements [0.93147356 0.06852644] probability [0.09532313 0.90467687] After improvements [0.8760329 0.1239671] probability [0.12453248 0.87546752] After improvements [0.80114542 0.19885458] probability [0.12268121 0.87731879] After improvements [0.8431072 0.1568928] probability [0.23566497 0.76433503] After improvements [0.83925007 0.16074993] probability [0.38481027 0.61518973] After improvements [0.83880402 0.16119598] probability [0.22681772 0.77318228] After improvements [0.84083498 0.15916502] probability [0.42926994 0.57073006] After improvements [0.93343169 0.06656831] probability [0.34181865 0.65818135] After improvements [0.87432201 0.12567799] probability [0.20872148 0.79127852] After improvements [0.83366007 0.16633993] probability [0.46840986 0.53159014] After improvements [0.94676959 0.05323041] probability [0.36502229 0.63497771] After improvements [0.92137518 0.07862482] probability [0.49085865 0.50914135] After improvements [0.89190223 0.10809777] probability [0.830657 0.169343] After improvements [0.97081141 0.02918859] probability [0.46537611 0.53462389] After improvements [0.92045354 0.07954646] probability [0.21491007 0.78508993] After improvements [0.84241065 0.15758935] probability [0.53195687 0.46804313] After improvements [0.9324119 0.0675881] probability [0.41980286 0.58019714] After improvements [0.88982673 0.11017327] probability [0.14204968 0.85795032] After improvements [0.85591618 0.14408382] probability [0.59917021 0.40082979] After improvements [0.91562341 0.08437659] probability [0.2950202 0.7049798] After improvements [0.92886369 0.07113631] probability [0.36381631 0.63618369] After improvements [0.9138499 0.0861501] probability [0.52009495 0.47990505] After improvements [0.92995623 0.07004377] probability [0.14164113 0.85835887] After improvements [0.8553571 0.1446429] probability [0.25776639 0.74223361] After improvements [0.81658891 0.18341109] probability [0.10162775 0.89837225] After improvements [0.85843865 0.14156135] probability [0.5784758 0.4215242] After improvements [0.94132945 0.05867055] probability [0.45556758 0.54443242] After improvements [0.90516402 0.09483598] probability [0.35774372 0.64225628] After improvements [0.86680379 0.13319621] probability [0.2633711 0.7366289] After improvements [0.87533097 0.12466903] probability [0.10570996 0.89429004] After improvements [0.83897071 0.16102929] probability [0.58110592 0.41889408] After improvements [0.91836784 0.08163216] probability [0.14530919 0.85469081] After improvements [0.86862497 0.13137503] probability [0.26794449 0.73205551] After improvements [0.86825766 0.13174234] probability [0.38556819 0.61443181] After improvements [0.91883384 0.08116616] probability [0.12141634 0.87858366] After improvements [0.83465727 0.16534273] probability [0.27903806 0.72096194] After improvements [0.886524 0.113476] probability [0.36484709 0.63515291] After improvements [0.87156572 0.12843428] probability [0.28649571 0.71350429] After improvements [0.8941703 0.1058297] probability [0.5115294 0.4884706] After improvements [0.91080706 0.08919294] probability [0.23172264 0.76827736] After improvements [0.8622753 0.1377247] probability [0.15247992 0.84752008] After improvements [0.85319568 0.14680432] probability [0.36103994 0.63896006] After improvements [0.90597662 0.09402338] probability [0.3391935 0.6608065] After improvements [0.90795623 0.09204377] probability [0.14514072 0.85485928] After improvements [0.86554088 0.13445912] probability [0.66846073 0.33153927] After improvements [0.93174459 0.06825541] probability [0.48054748 0.51945252] After improvements [0.90020945 0.09979055] probability [0.53883908 0.46116092] After improvements [0.92884589 0.07115411] probability [0.3498815 0.6501185] After improvements [0.90560774 0.09439226] probability [0.64414295 0.35585705] After improvements [0.92772054 0.07227946] probability [0.25968963 0.74031037] After improvements [0.83834906 0.16165094] probability [0.39941824 0.60058176] After improvements [0.84197298 0.15802702] probability [0.24436928 0.75563072] After improvements [0.80774297 0.19225703] probability [0.40373055 0.59626945] After improvements [0.8133883 0.1866117] probability [0.41796165 0.58203835] After improvements [0.92164791 0.07835209] probability [0.38817274 0.61182726] After improvements [0.92207121 0.07792879] probability [0.31078661 0.68921339] After improvements [0.89974317 0.10025683] probability [0.15220326 0.84779674] After improvements [0.85680611 0.14319389] probability [0.62504785 0.37495215] After improvements [0.93386242 0.06613758] probability [0.75256863 0.24743137] After improvements [0.95334378 0.04665622] probability [0.311199 0.688801] After improvements [0.85093474 0.14906526] probability [0.24732396 0.75267604] After improvements [0.85473916 0.14526084] probability [0.34190605 0.65809395] After improvements [0.84429436 0.15570564] probability [0.66139966 0.33860034] After improvements [0.9347002 0.0652998] probability [0.4033631 0.5966369] After improvements [0.91457899 0.08542101] probability [0.31177463 0.68822537] After improvements [0.88942272 0.11057728] probability [0.78379779 0.21620221] After improvements [0.94514789 0.05485211] probability [0.76694059 0.23305941] After improvements [0.91431652 0.08568348] probability [0.7241219 0.2758781] After improvements [0.94557446 0.05442554] probability [0.43108849 0.56891151] After improvements [0.90935772 0.09064228] probability [0.65180518 0.34819482] After improvements [0.93407585 0.06592415] probability [0.18942801 0.81057199] After improvements [0.82311161 0.17688839] probability [0.34707082 0.65292918] After improvements [0.91069772 0.08930228] probability [0.30694904 0.69305096] After improvements [0.89205269 0.10794731] probability [0.21732724 0.78267276] After improvements [0.83137215 0.16862785] probability [0.32587467 0.67412533] After improvements [0.86305222 0.13694778] probability [0.30860984 0.69139016] After improvements [0.82067345 0.17932655] probability [0.43843915 0.56156085] After improvements [0.93281067 0.06718933] probability [0.39928008 0.60071992] After improvements [0.90284274 0.09715726] probability [0.47943041 0.52056959] After improvements [0.91427341 0.08572659] probability [0.38944134 0.61055866] After improvements [0.91850461 0.08149539] probability [0.63996778 0.36003222] After improvements [0.92823443 0.07176557] probability [0.25222107 0.74777893] After improvements [0.86283337 0.13716663] probability [0.6714681 0.3285319] After improvements [0.93269831 0.06730169] probability [0.27745387 0.72254613] After improvements [0.81159654 0.18840346] probability [0.34429625 0.65570375] After improvements [0.87841553 0.12158447] probability [0.72371774 0.27628226] After improvements [0.92772054 0.07227946] probability [0.37686265 0.62313735] After improvements [0.92266424 0.07733576] probability [0.33990994 0.66009006] After improvements [0.87486905 0.12513095] probability [0.52133771 0.47866229] After improvements [0.93555796 0.06444204] probability [0.49706586 0.50293414] After improvements [0.92418402 0.07581598] probability [0.30842876 0.69157124] After improvements [0.89773797 0.10226203] probability [0.79400692 0.20599308] After improvements [0.9554355 0.0445645] probability [0.66659323 0.33340677] After improvements [0.94652378 0.05347622] probability [0.46377408 0.53622592] After improvements [0.9129745 0.0870255] probability [0.57299814 0.42700186] After improvements [0.90704133 0.09295867] probability [0.43254585 0.56745415] After improvements [0.89332756 0.10667244] probability [0.30014871 0.69985129] After improvements [0.88098018 0.11901982] probability [0.35610399 0.64389601] After improvements [0.90770023 0.09229977] probability [0.29405758 0.70594242] After improvements [0.88519361 0.11480639] probability [0.26464922 0.73535078] After improvements [0.87367824 0.12632176] probability [0.28772691 0.71227309] After improvements [0.88520319 0.11479681] probability [0.31798934 0.68201066] After improvements [0.87064415 0.12935585] probability [0.12560481 0.87439519] After improvements [0.85375838 0.14624162] probability [0.42214831 0.57785169] After improvements [0.93293094 0.06706906] probability [0.13381957 0.86618043] After improvements [0.88605413 0.11394587] probability [0.65214696 0.34785304] After improvements [0.95221749 0.04778251] probability [0.32415184 0.67584816] After improvements [0.83925007 0.16074993] probability [0.14211322 0.85788678] After improvements [0.84987883 0.15012117] probability [0.60327762 0.39672238] After improvements [0.96941163 0.03058837] probability [0.35566593 0.64433407] After improvements [0.844214 0.155786] probability [0.29495092 0.70504908] After improvements [0.89606422 0.10393578] probability [0.28414796 0.71585204] After improvements [0.89268655 0.10731345] probability [0.56272419 0.43727581] After improvements [0.93828269 0.06171731] probability [0.34164508 0.65835492] After improvements [0.83605888 0.16394112] probability [0.82317654 0.17682346] After improvements [0.97897492 0.02102508] probability [0.63785128 0.36214872] After improvements [0.96077707 0.03922293] probability [0.17138199 0.82861801] After improvements [0.80413288 0.19586712] probability [0.37199498 0.62800502] After improvements [0.86614352 0.13385648] probability [0.27674525 0.72325475] After improvements [0.8852812 0.1147188] probability [0.75090381 0.24909619] After improvements [0.95159351 0.04840649] probability [0.38716559 0.61283441] After improvements [0.88901038 0.11098962] probability [0.37445437 0.62554563] After improvements [0.86296037 0.13703963] probability [0.34845175 0.65154825] After improvements [0.91397078 0.08602922] probability [0.39741227 0.60258773] After improvements [0.86759397 0.13240603] probability [0.66444271 0.33555729] After improvements [0.93505684 0.06494316] probability [0.51016954 0.48983046] After improvements [0.92167603 0.07832397] probability [0.43544284 0.56455716] After improvements [0.9355636 0.0644364] probability [0.42014691 0.57985309] After improvements [0.92278719 0.07721281] probability [0.33563556 0.66436444] After improvements [0.87771287 0.12228713] probability [0.40343535 0.59656465] After improvements [0.93174342 0.06825658] probability [0.30413545 0.69586455] After improvements [0.81872358 0.18127642] probability [0.20403209 0.79596791] After improvements [0.84179514 0.15820486] probability [0.33795637 0.66204363] After improvements [0.86524111 0.13475889] probability [0.50178913 0.49821087] After improvements [0.8542588 0.1457412] probability [0.39722482 0.60277518] After improvements [0.87617107 0.12382893] probability [0.35908553 0.64091447] After improvements [0.88120531 0.11879469] probability [0.68892994 0.31107006] After improvements [0.93756647 0.06243353] probability [0.2568353 0.7431647] After improvements [0.86322047 0.13677953] probability [0.79717024 0.20282976] After improvements [0.95056604 0.04943396] probability [0.15475993 0.84524007] After improvements [0.8735643 0.1264357] probability [0.42491296 0.57508704] After improvements [0.84865084 0.15134916] probability [0.25610808 0.74389192] After improvements [0.88281303 0.11718697] probability [0.24073723 0.75926277] After improvements [0.8651407 0.1348593] probability [0.37346114 0.62653886] After improvements [0.80807552 0.19192448] probability [0.37289666 0.62710334] After improvements [0.86544194 0.13455806] probability [0.29706321 0.70293679] After improvements [0.83827439 0.16172561] probability [0.47997829 0.52002171] After improvements [0.9087458 0.0912542] probability [0.13335602 0.86664398] After improvements [0.80487898 0.19512102] probability [0.3431349 0.6568651] After improvements [0.90267782 0.09732218] probability [0.34367042 0.65632958] After improvements [0.90128966 0.09871034] probability [0.48690201 0.51309799] After improvements [0.89982256 0.10017744] probability [0.27650606 0.72349394] After improvements [0.8816571 0.1183429] probability [0.30469119 0.69530881] After improvements [0.88638158 0.11361842] probability [0.24036498 0.75963502] After improvements [0.85449538 0.14550462] probability [0.31088268 0.68911732] After improvements [0.86315192 0.13684808] probability [0.30786791 0.69213209] After improvements [0.87689682 0.12310318] probability [0.39162724 0.60837276] After improvements [0.89213686 0.10786314] probability [0.3371786 0.6628214] After improvements [0.90795623 0.09204377] probability [0.22364064 0.77635936] After improvements [0.84312573 0.15687427] probability [0.16632352 0.83367648] After improvements [0.87866147 0.12133853] probability [0.46705689 0.53294311] After improvements [0.93917323 0.06082677] probability [0.5590429 0.4409571] After improvements [0.9463251 0.0536749] probability [0.53130579 0.46869421] After improvements [0.90935923 0.09064077] probability [0.29003443 0.70996557] After improvements [0.87744668 0.12255332] probability [0.41969806 0.58030194] After improvements [0.8941321 0.1058679] probability [0.56770447 0.43229553] After improvements [0.93110351 0.06889649] probability [0.34248947 0.65751053] After improvements [0.88105348 0.11894652] probability [0.59714286 0.40285714] After improvements [0.94821943 0.05178057] probability [0.35202736 0.64797264] After improvements [0.85688241 0.14311759] probability [0.19659462 0.80340538] After improvements [0.88340249 0.11659751] probability [0.20844687 0.79155313] After improvements [0.8394147 0.1605853] probability [0.32740183 0.67259817] After improvements [0.93035788 0.06964212] probability [0.36634997 0.63365003] After improvements [0.82206908 0.17793092] probability [0.3916074 0.6083926] After improvements [0.92466603 0.07533397] probability [0.43314911 0.56685089] After improvements [0.83991281 0.16008719] probability [0.4970255 0.5029745] After improvements [0.91189079 0.08810921] probability [0.19044439 0.80955561] After improvements [0.80469897 0.19530103] probability [0.46177625 0.53822375] After improvements [0.86884097 0.13115903] probability [0.1210229 0.8789771] After improvements [0.84946093 0.15053907] probability [0.14715039 0.85284961] After improvements [0.8588676 0.1411324] probability [0.43609679 0.56390321] After improvements [0.90141272 0.09858728] probability [0.38596883 0.61403117] After improvements [0.86884097 0.13115903] probability [0.16967188 0.83032812] After improvements [0.86077756 0.13922244] probability [0.26797558 0.73202442] After improvements [0.86729868 0.13270132] probability [0.53074471 0.46925529] After improvements [0.93306345 0.06693655] probability [0.71234989 0.28765011] After improvements [0.94588546 0.05411454] probability [0.46996001 0.53003999] After improvements [0.90823318 0.09176682] probability [0.17501365 0.82498635] After improvements [0.85570366 0.14429634] probability [0.48381184 0.51618816] After improvements [0.91988745 0.08011255] probability [0.46868971 0.53131029] After improvements [0.94528124 0.05471876] probability [0.47968421 0.52031579] After improvements [0.94423609 0.05576391] probability [0.27989021 0.72010979] After improvements [0.87026805 0.12973195] probability [0.11216956 0.88783044] After improvements [0.822229 0.177771] probability [0.73905864 0.26094136] After improvements [0.9718679 0.0281321] probability [0.56603968 0.43396032] After improvements [0.94589309 0.05410691] probability [0.3212681 0.6787319] After improvements [0.90622203 0.09377797] probability [0.51647874 0.48352126] After improvements [0.91778309 0.08221691] probability [0.40372379 0.59627621] After improvements [0.92320563 0.07679437] probability [0.67331391 0.32668609] After improvements [0.92829658 0.07170342] probability [0.36619071 0.63380929] After improvements [0.9097857 0.0902143] probability [0.56247903 0.43752097] After improvements [0.96209485 0.03790515] probability [0.3585641 0.6414359] After improvements [0.85252537 0.14747463] probability [0.16176058 0.83823942] After improvements [0.83336109 0.16663891] probability [0.30940528 0.69059472] After improvements [0.88832974 0.11167026] probability [0.813135 0.186865] After improvements [0.97060817 0.02939183] probability [0.66548515 0.33451485] After improvements [0.95815605 0.04184395] probability [0.30835033 0.69164967] After improvements [0.88798718 0.11201282] probability [0.19937701 0.80062299] After improvements [0.83118177 0.16881823] probability [0.36326845 0.63673155] After improvements [0.91819892 0.08180108] probability [0.68624994 0.31375006] After improvements [0.95696167 0.04303833] probability [0.27371224 0.72628776] After improvements [0.87177638 0.12822362] probability [0.25221115 0.74778885] After improvements [0.87452102 0.12547898] probability [0.20571625 0.79428375] After improvements [0.83072535 0.16927465] probability [0.1432082 0.8567918] After improvements [0.86342393 0.13657607] probability [0.05173374 0.94826626] After improvements [0.84012411 0.15987589] probability [0.11332324 0.88667676] After improvements [0.81535809 0.18464191] probability [0.23895159 0.76104841] After improvements [0.90910264 0.09089736] probability [0.44169658 0.55830342] After improvements [0.91722441 0.08277559] probability [0.11809771 0.88190229] After improvements [0.88669645 0.11330355] probability [0.50526536 0.49473464] After improvements [0.92277037 0.07722963] probability [0.69580132 0.30419868] After improvements [0.95179141 0.04820859] probability [0.53043906 0.46956094] After improvements [0.93249686 0.06750314] probability [0.18883627 0.81116373] After improvements [0.82125179 0.17874821] probability [0.32426156 0.67573844] After improvements [0.8584184 0.1415816] probability [0.25795812 0.74204188] After improvements [0.84736647 0.15263353] probability [0.23681317 0.76318683] After improvements [0.85551222 0.14448778] probability [0.08612626 0.91387374] After improvements [0.82698264 0.17301736] probability [0.47291185 0.52708815] After improvements [0.86884097 0.13115903] probability [0.28480951 0.71519049] After improvements [0.87878411 0.12121589] probability [0.28109847 0.71890153] After improvements [0.88234014 0.11765986] probability [0.40345271 0.59654729] After improvements [0.87823895 0.12176105] probability [0.76950694 0.23049306] After improvements [0.92542173 0.07457827] probability [0.23017639 0.76982361] After improvements [0.85775529 0.14224471] probability [0.60642757 0.39357243] After improvements [0.94799629 0.05200371] probability [0.43703394 0.56296606] After improvements [0.91522379 0.08477621] probability [0.34626802 0.65373198] After improvements [0.80993644 0.19006356] probability [0.56330947 0.43669053] After improvements [0.90267943 0.09732057] probability [0.45752542 0.54247458] After improvements [0.88754448 0.11245552] probability [0.3400472 0.6599528] After improvements [0.85751647 0.14248353] probability [0.31667251 0.68332749] After improvements [0.90007568 0.09992432] probability [0.25341004 0.74658996] After improvements [0.85768409 0.14231591] probability [0.60950908 0.39049092] After improvements [0.91176231 0.08823769] probability [0.18799445 0.81200555] After improvements [0.87854869 0.12145131] probability [0.24936671 0.75063329] After improvements [0.81291791 0.18708209] probability [0.56037966 0.43962034] After improvements [0.93071609 0.06928391] probability [0.21625726 0.78374274] After improvements [0.83541589 0.16458411] probability [0.26891911 0.73108089] After improvements [0.8879364 0.1120636] probability [0.40521495 0.59478505] After improvements [0.93351092 0.06648908] probability [0.55148971 0.44851029] After improvements [0.92026172 0.07973828] probability [0.20344698 0.79655302] After improvements [0.80905718 0.19094282] probability [0.29125435 0.70874565] After improvements [0.88579047 0.11420953] probability [0.14246848 0.85753152] After improvements [0.83951169 0.16048831] probability [0.24315579 0.75684421] After improvements [0.85921352 0.14078648] probability [0.52378467 0.47621533] After improvements [0.92917162 0.07082838] probability [0.17475737 0.82524263] After improvements [0.86721112 0.13278888] probability [0.17759892 0.82240108] After improvements [0.85727446 0.14272554] probability [0.17579971 0.82420029] After improvements [0.8301057 0.1698943] probability [0.92030316 0.07969684] After improvements [0.9837626 0.0162374] probability [0.27523287 0.72476713] After improvements [0.88287682 0.11712318] probability [0.53523132 0.46476868] After improvements [0.919461 0.080539] probability [0.59912467 0.40087533] After improvements [0.92583514 0.07416486] probability [0.61836973 0.38163027] After improvements [0.95396972 0.04603028] probability [0.27539938 0.72460062] After improvements [0.88323421 0.11676579] probability [0.32963987 0.67036013] After improvements [0.91154489 0.08845511] probability [0.4287377 0.5712623] After improvements [0.90098134 0.09901866] probability [0.1542721 0.8457279] After improvements [0.80427055 0.19572945] probability [0.31061777 0.68938223] After improvements [0.93792987 0.06207013] probability [0.36761954 0.63238046] After improvements [0.90202241 0.09797759] probability [0.26210737 0.73789263] After improvements [0.9071886 0.0928114] probability [0.24982889 0.75017111] After improvements [0.88020941 0.11979059] probability [0.16826354 0.83173646] After improvements [0.88758061 0.11241939] probability [0.36224994 0.63775006] After improvements [0.87696989 0.12303011] probability [0.2048716 0.7951284] After improvements [0.82742532 0.17257468] probability [0.52849297 0.47150703] After improvements [0.9244609 0.0755391] probability [0.44114919 0.55885081] After improvements [0.91438314 0.08561686] probability [0.40852788 0.59147212] After improvements [0.91901244 0.08098756] probability [0.56355376 0.43644624] After improvements [0.95334297 0.04665703] probability [0.16042681 0.83957319] After improvements [0.8425075 0.1574925] probability [0.23172579 0.76827421] After improvements [0.87395197 0.12604803] probability [0.56413285 0.43586715] After improvements [0.9463251 0.0536749] probability [0.19674243 0.80325757] After improvements [0.80698527 0.19301473] probability [0.28484262 0.71515738] After improvements [0.84706913 0.15293087] probability [0.42657883 0.57342117] After improvements [0.92701181 0.07298819] probability [0.25637698 0.74362302] After improvements [0.86638016 0.13361984] probability [0.43725403 0.56274597] After improvements [0.93615914 0.06384086] probability [0.47256864 0.52743136] After improvements [0.90742304 0.09257696] probability [0.20085546 0.79914454] After improvements [0.8629105 0.1370895] probability [0.32858414 0.67141586] After improvements [0.90389106 0.09610894] probability [0.13549968 0.86450032] After improvements [0.84598566 0.15401434] probability [0.58877626 0.41122374] After improvements [0.94037463 0.05962537] probability [0.55385946 0.44614054] After improvements [0.91986895 0.08013105] probability [0.21861301 0.78138699] After improvements [0.81182601 0.18817399] probability [0.60276094 0.39723906] After improvements [0.96852383 0.03147617] probability [0.31319604 0.68680396] After improvements [0.83397551 0.16602449] probability [0.10848116 0.89151884] After improvements [0.82730378 0.17269622] probability [0.67469336 0.32530664] After improvements [0.95859414 0.04140586] probability [0.24179086 0.75820914] After improvements [0.82009085 0.17990915] probability [0.61512254 0.38487746] After improvements [0.91632156 0.08367844] probability [0.22796273 0.77203727] After improvements [0.8617426 0.1382574] probability [0.26630075 0.73369925] After improvements [0.88277438 0.11722562] probability [0.31635972 0.68364028] After improvements [0.88523288 0.11476712] probability [0.48304224 0.51695776] After improvements [0.92663743 0.07336257] probability [0.55095424 0.44904576] After improvements [0.89907354 0.10092646] probability [0.53130655 0.46869345] After improvements [0.91106936 0.08893064] probability [0.37074177 0.62925823] After improvements [0.92276514 0.07723486] probability [0.59990568 0.40009432] After improvements [0.90378511 0.09621489] probability [0.56020038 0.43979962] After improvements [0.90879536 0.09120464] probability [0.52259871 0.47740129] After improvements [0.93925119 0.06074881] probability [0.20631913 0.79368087] After improvements [0.80826561 0.19173439] probability [0.26777438 0.73222562] After improvements [0.88406186 0.11593814] probability [0.4768491 0.5231509] After improvements [0.91586902 0.08413098] probability [0.81406689 0.18593311] After improvements [0.96467006 0.03532994] probability [0.13430192 0.86569808] After improvements [0.85338939 0.14661061] probability [0.76744501 0.23255499] After improvements [0.94167662 0.05832338] probability [0.50535264 0.49464736] After improvements [0.9120515 0.0879485] probability [0.45776892 0.54223108] After improvements [0.92722266 0.07277734] probability [0.19234205 0.80765795] After improvements [0.81530685 0.18469315] probability [0.25954632 0.74045368] After improvements [0.86261409 0.13738591] probability [0.42635987 0.57364013] After improvements [0.92956165 0.07043835] probability [0.12908497 0.87091503] After improvements [0.85168 0.14832] probability [0.27619019 0.72380981] After improvements [0.83293514 0.16706486] probability [0.29657504 0.70342496] After improvements [0.90123123 0.09876877] probability [0.56013999 0.43986001] After improvements [0.90802672 0.09197328] probability [0.44033427 0.55966573] After improvements [0.89772471 0.10227529] probability [0.12213698 0.87786302] After improvements [0.84951955 0.15048045] probability [0.50947816 0.49052184] After improvements [0.91628857 0.08371143] probability [0.2574737 0.7425263] After improvements [0.87706485 0.12293515] probability [0.49593205 0.50406795] After improvements [0.89772892 0.10227108] probability [0.35116191 0.64883809] After improvements [0.9161399 0.0838601] probability [0.17479947 0.82520053] After improvements [0.8684118 0.1315882] probability [0.66680208 0.33319792] After improvements [0.93807035 0.06192965] probability [0.35146832 0.64853168] After improvements [0.84617914 0.15382086] probability [0.26259437 0.73740563] After improvements [0.85301861 0.14698139] probability [0.41132933 0.58867067] After improvements [0.89896961 0.10103039] probability [0.34433319 0.65566681] After improvements [0.88759198 0.11240802] probability [0.74340711 0.25659289] After improvements [0.93460694 0.06539306] probability [0.21367395 0.78632605] After improvements [0.8328753 0.1671247] probability [0.42767667 0.57232333] After improvements [0.928504 0.071496] probability [0.12998 0.87002] After improvements [0.85445957 0.14554043] probability [0.37092948 0.62907052] After improvements [0.90465785 0.09534215] probability [0.13812668 0.86187332] After improvements [0.85992737 0.14007263] probability [0.67475903 0.32524097] After improvements [0.93913082 0.06086918] probability [0.30837365 0.69162635] After improvements [0.86149228 0.13850772] probability [0.30768021 0.69231979] After improvements [0.86619991 0.13380009] probability [0.50199326 0.49800674] After improvements [0.91737935 0.08262065] probability [0.60727075 0.39272925] After improvements [0.95185543 0.04814457] probability [0.39564482 0.60435518] After improvements [0.92964898 0.07035102] probability [0.75672497 0.24327503] After improvements [0.95674858 0.04325142] probability [0.37132216 0.62867784] After improvements [0.91365857 0.08634143] probability [0.39710578 0.60289422] After improvements [0.86918789 0.13081211] probability [0.68455818 0.31544182] After improvements [0.85921352 0.14078648] probability [0.37734594 0.62265406] After improvements [0.91955732 0.08044268] probability [0.34953787 0.65046213] After improvements [0.88049799 0.11950201] probability [0.33104494 0.66895506] After improvements [0.90075137 0.09924863] probability [0.33967182 0.66032818] After improvements [0.89805076 0.10194924] probability [0.25966581 0.74033419] After improvements [0.86518233 0.13481767] probability [0.14719472 0.85280528] After improvements [0.87483332 0.12516668] probability [0.24296875 0.75703125] After improvements [0.85266465 0.14733535] probability [0.42885537 0.57114463] After improvements [0.88780522 0.11219478] probability [0.20363894 0.79636106] After improvements [0.84041817 0.15958183] probability [0.21904748 0.78095252] After improvements [0.84475035 0.15524965] probability [0.5497441 0.4502559] After improvements [0.93453128 0.06546872] probability [0.60047347 0.39952653] After improvements [0.88926133 0.11073867] probability [0.49301854 0.50698146] After improvements [0.92233343 0.07766657] probability [0.27597005 0.72402995] After improvements [0.85960966 0.14039034] probability [0.47080018 0.52919982] After improvements [0.90740519 0.09259481] probability [0.36032059 0.63967941] After improvements [0.86319428 0.13680572] probability [0.35004313 0.64995687] After improvements [0.90545292 0.09454708] probability [0.12868494 0.87131506] After improvements [0.83152375 0.16847625] probability [0.17663843 0.82336157] After improvements [0.82755098 0.17244902] probability [0.27649208 0.72350792] After improvements [0.88733143 0.11266857] probability [0.48542168 0.51457832] After improvements [0.94809313 0.05190687] probability [0.19808346 0.80191654] After improvements [0.88609171 0.11390829] probability [0.42333632 0.57666368] After improvements [0.92884589 0.07115411] probability [0.31953101 0.68046899] After improvements [0.90634222 0.09365778] probability [0.34556477 0.65443523] After improvements [0.87836175 0.12163825] probability [0.43116447 0.56883553] After improvements [0.94440272 0.05559728] probability [0.42180846 0.57819154] After improvements [0.95580368 0.04419632] probability [0.3350912 0.6649088] After improvements [0.84551135 0.15448865] probability [0.32942049 0.67057951] After improvements [0.93679543 0.06320457] probability [0.41579344 0.58420656] After improvements [0.93264098 0.06735902] probability [0.42754839 0.57245161] After improvements [0.89453666 0.10546334] probability [0.51239401 0.48760599] After improvements [0.94920241 0.05079759] probability [0.32038549 0.67961451] After improvements [0.88160344 0.11839656] probability [0.33488381 0.66511619] After improvements [0.85650092 0.14349908] probability [0.61670086 0.38329914] After improvements [0.93626174 0.06373826] probability [0.2512819 0.7487181] After improvements [0.86978187 0.13021813] probability [0.30819291 0.69180709] After improvements [0.89023201 0.10976799] probability [0.43441334 0.56558666] After improvements [0.92849211 0.07150789] probability [0.53776464 0.46223536] After improvements [0.93756647 0.06243353] probability [0.3489019 0.6510981] After improvements [0.91283206 0.08716794] probability [0.37832435 0.62167565] After improvements [0.91877141 0.08122859] probability [0.53409721 0.46590279] After improvements [0.91079549 0.08920451] probability [0.43367452 0.56632548] After improvements [0.90593982 0.09406018] probability [0.34913054 0.65086946] After improvements [0.86070529 0.13929471] probability [0.3490895 0.6509105] After improvements [0.84052234 0.15947766] probability [0.15935815 0.84064185] After improvements [0.87482187 0.12517813] probability [0.23963499 0.76036501] After improvements [0.85715849 0.14284151] probability [0.25384964 0.74615036] After improvements [0.85829182 0.14170818] probability [0.25558279 0.74441721] After improvements [0.87616909 0.12383091] probability [0.18866031 0.81133969] After improvements [0.86865269 0.13134731] probability [0.40367966 0.59632034] After improvements [0.92561277 0.07438723] probability [0.25583607 0.74416393] After improvements [0.86314542 0.13685458] probability [0.38925853 0.61074147] After improvements [0.89405046 0.10594954] probability [0.46018136 0.53981864] After improvements [0.9021547 0.0978453] probability [0.52853555 0.47146445] After improvements [0.90267621 0.09732379] probability [0.52650162 0.47349838] After improvements [0.933552 0.066448] probability [0.28898103 0.71101897] After improvements [0.85751423 0.14248577] probability [0.54047958 0.45952042] After improvements [0.93555796 0.06444204] probability [0.32373367 0.67626633] After improvements [0.86263027 0.13736973] probability [0.42199041 0.57800959] After improvements [0.88974218 0.11025782] probability [0.39180476 0.60819524] After improvements [0.91698898 0.08301102] probability [0.31265817 0.68734183] After improvements [0.88982673 0.11017327] probability [0.39140655 0.60859345] After improvements [0.93643643 0.06356357] probability [0.49695524 0.50304476] After improvements [0.88203982 0.11796018] probability [0.25328619 0.74671381] After improvements [0.86909921 0.13090079] probability [0.08237882 0.91762118] After improvements [0.86574743 0.13425257] probability [0.22491138 0.77508862] After improvements [0.84794214 0.15205786] probability [0.36596803 0.63403197] After improvements [0.92118178 0.07881822] probability [0.41278497 0.58721503] After improvements [0.88057329 0.11942671] probability [0.18193998 0.81806002] After improvements [0.86646594 0.13353406] probability [0.47489844 0.52510156] After improvements [0.94440026 0.05559974] probability [0.2978305 0.7021695] After improvements [0.81718463 0.18281537] probability [0.11942595 0.88057405] After improvements [0.82205421 0.17794579] probability [0.32062669 0.67937331] After improvements [0.90377796 0.09622204] probability [0.1770534 0.8229466] After improvements [0.8586568 0.1413432] probability [0.36849831 0.63150169] After improvements [0.81012934 0.18987066] probability [0.25325587 0.74674413] After improvements [0.81173393 0.18826607] probability [0.69921116 0.30078884] After improvements [0.96203934 0.03796066] probability [0.51100015 0.48899985] After improvements [0.94337134 0.05662866] probability [0.30996902 0.69003098] After improvements [0.88482373 0.11517627] probability [0.43115008 0.56884992] After improvements [0.89097089 0.10902911] probability [0.24920371 0.75079629] After improvements [0.87245409 0.12754591] probability [0.50076517 0.49923483] After improvements [0.87522856 0.12477144] probability [0.48417642 0.51582358] After improvements [0.86514131 0.13485869] probability [0.41197812 0.58802188] After improvements [0.90500307 0.09499693] probability [0.3983326 0.6016674] After improvements [0.90194943 0.09805057] probability [0.52477902 0.47522098] After improvements [0.90313077 0.09686923] probability [0.1725608 0.8274392] After improvements [0.88668273 0.11331727] probability [0.44457011 0.55542989] After improvements [0.89130612 0.10869388] probability [0.13463849 0.86536151] After improvements [0.80074372 0.19925628] probability [0.13442655 0.86557345] After improvements [0.86720573 0.13279427] probability [0.3879155 0.6120845] After improvements [0.9094806 0.0905194] probability [0.23552658 0.76447342] After improvements [0.86791973 0.13208027] probability [0.10692071 0.89307929] After improvements [0.81568345 0.18431655] probability [0.39648626 0.60351374] After improvements [0.93399987 0.06600013] probability [0.26323641 0.73676359] After improvements [0.82041702 0.17958298] probability [0.47166012 0.52833988] After improvements [0.9319176 0.0680824] probability [0.26514834 0.73485166] After improvements [0.87675254 0.12324746] probability [0.46084158 0.53915842] After improvements [0.88647022 0.11352978] probability [0.53057318 0.46942682] After improvements [0.92012882 0.07987118] probability [0.44245677 0.55754323] After improvements [0.93792762 0.06207238] probability [0.41958632 0.58041368] After improvements [0.90795708 0.09204292] probability [0.33116557 0.66883443] After improvements [0.82325285 0.17674715] probability [0.48678966 0.51321034] After improvements [0.90680007 0.09319993] probability [0.14381695 0.85618305] After improvements [0.87315397 0.12684603] probability [0.46756713 0.53243287] After improvements [0.91483763 0.08516237] probability [0.39216042 0.60783958] After improvements [0.88824419 0.11175581] probability [0.7955505 0.2044495] After improvements [0.96315604 0.03684396] probability [0.15967468 0.84032532] After improvements [0.84796561 0.15203439] probability [0.25021933 0.74978067] After improvements [0.86884097 0.13115903] probability [0.41775481 0.58224519] After improvements [0.90895811 0.09104189] probability [0.19206563 0.80793437] After improvements [0.81582498 0.18417502] probability [0.21733321 0.78266679] After improvements [0.84271381 0.15728619] probability [0.26084535 0.73915465] After improvements [0.8636639 0.1363361] probability [0.11045898 0.88954102] After improvements [0.834833 0.165167] probability [0.39386427 0.60613573] After improvements [0.83060006 0.16939994] probability [0.4089446 0.5910554] After improvements [0.92472607 0.07527393] probability [0.32298677 0.67701323] After improvements [0.88724704 0.11275296] probability [0.4025714 0.5974286] After improvements [0.87405702 0.12594298] probability [0.28719462 0.71280538] After improvements [0.88468055 0.11531945] probability [0.27465514 0.72534486] After improvements [0.80846645 0.19153355] probability [0.25652093 0.74347907] After improvements [0.85999264 0.14000736] probability [0.30140902 0.69859098] After improvements [0.89080297 0.10919703] probability [0.34156645 0.65843355] After improvements [0.89870042 0.10129958] probability [0.27644146 0.72355854] After improvements [0.86944385 0.13055615] probability [0.68196269 0.31803731] After improvements [0.93555796 0.06444204] probability [0.72456341 0.27543659] After improvements [0.93348941 0.06651059] probability [0.31342509 0.68657491] After improvements [0.80304607 0.19695393] probability [0.44054987 0.55945013] After improvements [0.89982091 0.10017909] probability [0.19042806 0.80957194] After improvements [0.80313672 0.19686328] probability [0.3037996 0.6962004] After improvements [0.87850758 0.12149242] probability [0.38909149 0.61090851] After improvements [0.91560731 0.08439269] probability [0.56671499 0.43328501] After improvements [0.89520247 0.10479753] probability [0.2308468 0.7691532] After improvements [0.84686819 0.15313181] probability [0.39340502 0.60659498] After improvements [0.92191627 0.07808373] probability [0.11628976 0.88371024] After improvements [0.8497749 0.1502251] probability [0.63453066 0.36546934] After improvements [0.92280166 0.07719834] probability [0.48114165 0.51885835] After improvements [0.88399725 0.11600275] probability [0.48266141 0.51733859] After improvements [0.9214947 0.0785053] probability [0.61008225 0.38991775] After improvements [0.95427892 0.04572108] probability [0.36334791 0.63665209] After improvements [0.88475596 0.11524404] probability [0.41780784 0.58219216] After improvements [0.88867207 0.11132793] probability [0.34864912 0.65135088] After improvements [0.88823691 0.11176309] probability [0.57662572 0.42337428] After improvements [0.93281067 0.06718933] probability [0.33120399 0.66879601] After improvements [0.84726463 0.15273537] probability [0.28316389 0.71683611] After improvements [0.8713595 0.1286405] probability [0.1414752 0.8585248] After improvements [0.86615024 0.13384976] probability [0.39289776 0.60710224] After improvements [0.89462019 0.10537981] probability [0.78592528 0.21407472] After improvements [0.92705763 0.07294237] probability [0.31357434 0.68642566] After improvements [0.82471392 0.17528608] probability [0.31861999 0.68138001] After improvements [0.89961882 0.10038118] probability [0.25752335 0.74247665] After improvements [0.87982871 0.12017129] probability [0.40521068 0.59478932] After improvements [0.83598806 0.16401194] probability [0.56101485 0.43898515] After improvements [0.8944581 0.1055419] probability [0.61136394 0.38863606] After improvements [0.96747668 0.03252332] probability [0.3091647 0.6908353] After improvements [0.91067228 0.08932772] probability [0.41371598 0.58628402] After improvements [0.89998876 0.10001124] probability [0.6875832 0.3124168] After improvements [0.94292417 0.05707583] probability [0.48547892 0.51452108] After improvements [0.8703526 0.1296474] probability [0.66759064 0.33240936] After improvements [0.96059457 0.03940543] probability [0.50901992 0.49098008] After improvements [0.91074295 0.08925705] probability [0.29145014 0.70854986] After improvements [0.88325928 0.11674072] probability [0.44842251 0.55157749] After improvements [0.92923102 0.07076898] probability [0.5901918 0.4098082] After improvements [0.94670259 0.05329741] probability [0.16003889 0.83996111] After improvements [0.86317439 0.13682561] probability [0.21208954 0.78791046] After improvements [0.84267839 0.15732161] probability [0.11755584 0.88244416] After improvements [0.84518162 0.15481838] probability [0.47957707 0.52042293] After improvements [0.92947138 0.07052862] probability [0.42452487 0.57547513] After improvements [0.8556744 0.1443256] probability [0.34831813 0.65168187] After improvements [0.91257561 0.08742439] probability [0.19433914 0.80566086] After improvements [0.85528689 0.14471311] probability [0.3410005 0.6589995] After improvements [0.87832198 0.12167802] probability [0.24674879 0.75325121] After improvements [0.86476995 0.13523005] probability [0.47907002 0.52092998] After improvements [0.88093483 0.11906517] probability [0.33523791 0.66476209] After improvements [0.85878992 0.14121008] probability [0.33424531 0.66575469] After improvements [0.89974482 0.10025518] probability [0.37866432 0.62133568] After improvements [0.9178768 0.0821232] probability [0.84152618 0.15847382] After improvements [0.9830331 0.0169669] probability [0.62638669 0.37361331] After improvements [0.95636861 0.04363139] probability [0.33378713 0.66621287] After improvements [0.90655051 0.09344949] probability [0.66533904 0.33466096] After improvements [0.95532776 0.04467224] probability [0.51676255 0.48323745] After improvements [0.94838112 0.05161888] probability [0.29565568 0.70434432] After improvements [0.86889259 0.13110741] probability [0.5398048 0.4601952] After improvements [0.93897658 0.06102342] probability [0.46822702 0.53177298] After improvements [0.94259813 0.05740187] probability [0.23305772 0.76694228] After improvements [0.85779153 0.14220847] probability [0.24470957 0.75529043] After improvements [0.83865857 0.16134143] probability [0.25106022 0.74893978] After improvements [0.86864482 0.13135518] probability [0.66279466 0.33720534] After improvements [0.92884589 0.07115411] probability [0.51972814 0.48027186] After improvements [0.92270891 0.07729109] probability [0.39533442 0.60466558] After improvements [0.92068935 0.07931065] probability [0.73637502 0.26362498] After improvements [0.96113252 0.03886748] probability [0.42374688 0.57625312] After improvements [0.92847996 0.07152004] probability [0.26108258 0.73891742] After improvements [0.86746451 0.13253549] probability [0.26032859 0.73967141] After improvements [0.86950572 0.13049428] probability [0.3638725 0.6361275] After improvements [0.90112484 0.09887516] probability [0.47491535 0.52508465] After improvements [0.84439417 0.15560583] probability [0.32637184 0.67362816] After improvements [0.86243088 0.13756912] probability [0.30113275 0.69886725] After improvements [0.8921979 0.1078021] probability [0.38162634 0.61837366] After improvements [0.92168116 0.07831884] probability [0.41569806 0.58430194] After improvements [0.91483425 0.08516575] probability [0.31883343 0.68116657] After improvements [0.93024145 0.06975855] probability [0.14066625 0.85933375] After improvements [0.82730378 0.17269622] probability [0.27536062 0.72463938] After improvements [0.89774878 0.10225122] probability [0.37214961 0.62785039] After improvements [0.87915227 0.12084773] probability [0.20704055 0.79295945] After improvements [0.85296619 0.14703381] probability [0.3948649 0.6051351] After improvements [0.88199677 0.11800323] probability [0.42357742 0.57642258] After improvements [0.90384803 0.09615197] probability [0.30491349 0.69508651] After improvements [0.92995504 0.07004496] probability [0.48086187 0.51913813] After improvements [0.91901244 0.08098756] probability [0.56765316 0.43234684] After improvements [0.89556046 0.10443954] probability [0.17917751 0.82082249] After improvements [0.80468158 0.19531842] probability [0.48505742 0.51494258] After improvements [0.94528124 0.05471876] probability [0.27701877 0.72298123] After improvements [0.87214526 0.12785474] probability [0.16671107 0.83328893] After improvements [0.81891834 0.18108166] probability [0.40102279 0.59897721] After improvements [0.88866844 0.11133156] probability [0.58307264 0.41692736] After improvements [0.94838112 0.05161888] probability [0.55336592 0.44663408] After improvements [0.94240507 0.05759493] probability [0.48088569 0.51911431] After improvements [0.92348002 0.07651998] probability [0.15678843 0.84321157] After improvements [0.84871718 0.15128282] probability [0.35475849 0.64524151] After improvements [0.90125938 0.09874062] probability [0.34372881 0.65627119] After improvements [0.90222655 0.09777345] probability [0.36275954 0.63724046] After improvements [0.88776236 0.11223764] probability [0.54093118 0.45906882] After improvements [0.93281067 0.06718933] probability [0.4350664 0.5649336] After improvements [0.90560774 0.09439226] probability [0.39113017 0.60886983] After improvements [0.88241979 0.11758021] probability [0.19938363 0.80061637] After improvements [0.83018295 0.16981705] probability [0.62991893 0.37008107] After improvements [0.92433968 0.07566032] probability [0.51266143 0.48733857] After improvements [0.94754729 0.05245271] probability [0.45345895 0.54654105] After improvements [0.88028506 0.11971494] probability [0.37669532 0.62330468] After improvements [0.92761234 0.07238766] probability [0.54590953 0.45409047] After improvements [0.93626964 0.06373036] probability [0.20797332 0.79202668] After improvements [0.84860948 0.15139052] probability [0.2854932 0.7145068] After improvements [0.87850659 0.12149341] probability [0.44467857 0.55532143] After improvements [0.89556046 0.10443954] probability [0.17551974 0.82448026] After improvements [0.82369263 0.17630737] probability [0.31184571 0.68815429] After improvements [0.89995169 0.10004831] probability [0.24507761 0.75492239] After improvements [0.85310188 0.14689812] probability [0.19887482 0.80112518] After improvements [0.86941788 0.13058212] probability [0.29708721 0.70291279] After improvements [0.8883377 0.1116623] probability [0.19541895 0.80458105] After improvements [0.82221002 0.17778998] probability [0.45622404 0.54377596] After improvements [0.86100412 0.13899588] probability [0.49221431 0.50778569] After improvements [0.8992261 0.1007739] probability [0.24438695 0.75561305] After improvements [0.85496557 0.14503443] probability [0.09941102 0.90058898] After improvements [0.80102914 0.19897086] probability [0.38393874 0.61606126] After improvements [0.88057136 0.11942864] probability [0.24024588 0.75975412] After improvements [0.90440755 0.09559245] probability [0.26391814 0.73608186] After improvements [0.8612009 0.1387991] probability [0.24453503 0.75546497] After improvements [0.87932144 0.12067856] probability [0.32221737 0.67778263] After improvements [0.90445228 0.09554772] probability [0.4759111 0.5240889] After improvements [0.94017697 0.05982303] probability [0.43715998 0.56284002] After improvements [0.91419878 0.08580122] probability [0.58362027 0.41637973] After improvements [0.94722488 0.05277512] probability [0.35554118 0.64445882] After improvements [0.88390881 0.11609119] probability [0.3358662 0.6641338] After improvements [0.85965602 0.14034398] probability [0.29452374 0.70547626] After improvements [0.8927169 0.1072831] probability [0.64327832 0.35672168] After improvements [0.94197236 0.05802764] probability [0.42226978 0.57773022] After improvements [0.88122385 0.11877615] probability [0.07218638 0.92781362] After improvements [0.83690132 0.16309868] probability [0.23504071 0.76495929] After improvements [0.83892117 0.16107883] probability [0.23666342 0.76333658] After improvements [0.86739787 0.13260213] probability [0.39259043 0.60740957] After improvements [0.92663743 0.07336257] probability [0.20464273 0.79535727] After improvements [0.81944422 0.18055578] probability [0.16203209 0.83796791] After improvements [0.86818662 0.13181338] probability [0.33479757 0.66520243] After improvements [0.89935953 0.10064047] probability [0.11621366 0.88378634] After improvements [0.8641554 0.1358446] probability [0.43956185 0.56043815] After improvements [0.93555796 0.06444204] probability [0.65131513 0.34868487] After improvements [0.92466603 0.07533397] probability [0.25087011 0.74912989] After improvements [0.87835839 0.12164161] probability [0.3250264 0.6749736] After improvements [0.81126206 0.18873794] probability [0.50788429 0.49211571] After improvements [0.90942876 0.09057124] probability [0.6662951 0.3337049] After improvements [0.92354092 0.07645908] probability [0.2363171 0.7636829] After improvements [0.84665339 0.15334661] probability [0.29156476 0.70843524] After improvements [0.88751852 0.11248148] probability [0.60154512 0.39845488] After improvements [0.93927166 0.06072834] probability [0.52890222 0.47109778] After improvements [0.88010967 0.11989033] probability [0.2888761 0.7111239] After improvements [0.89556046 0.10443954] probability [0.25689939 0.74310061] After improvements [0.87386136 0.12613864] probability [0.47013247 0.52986753] After improvements [0.94350595 0.05649405] probability [0.65073153 0.34926847] After improvements [0.9598347 0.0401653] probability [0.37149366 0.62850634] After improvements [0.92032496 0.07967504] probability [0.56100159 0.43899841] After improvements [0.94259813 0.05740187] probability [0.32676997 0.67323003] After improvements [0.85092767 0.14907233] probability [0.45814147 0.54185853] After improvements [0.883365 0.116635] probability [0.54613778 0.45386222] After improvements [0.93647395 0.06352605] probability [0.30243256 0.69756744] After improvements [0.87181633 0.12818367] probability [0.27374338 0.72625662] After improvements [0.88826184 0.11173816] probability [0.53483768 0.46516232] After improvements [0.93174342 0.06825658] probability [0.23388899 0.76611101] After improvements [0.8583572 0.1416428] probability [0.3410627 0.6589373] After improvements [0.85857428 0.14142572] probability [0.24478438 0.75521562] After improvements [0.84722673 0.15277327] probability [0.56631799 0.43368201] After improvements [0.92890285 0.07109715] probability [0.57646033 0.42353967] After improvements [0.94754729 0.05245271] probability [0.22681894 0.77318106] After improvements [0.87992298 0.12007702] probability [0.23972503 0.76027497] After improvements [0.85734535 0.14265465] probability [0.40173783 0.59826217] After improvements [0.88689852 0.11310148] probability [0.42473888 0.57526112] After improvements [0.91372511 0.08627489] probability [0.36195756 0.63804244] After improvements [0.91529066 0.08470934] probability [0.64715475 0.35284525] After improvements [0.95210694 0.04789306] probability [0.39861962 0.60138038] After improvements [0.92307658 0.07692342] probability [0.24707428 0.75292572] After improvements [0.84477456 0.15522544] probability [0.48518238 0.51481762] After improvements [0.92306893 0.07693107] probability [0.52197309 0.47802691] After improvements [0.9090609 0.0909391] probability [0.19224122 0.80775878] After improvements [0.87605013 0.12394987] probability [0.54483445 0.45516555] After improvements [0.88233769 0.11766231] probability [0.42657522 0.57342478] After improvements [0.92961928 0.07038072] probability [0.60446413 0.39553587] After improvements [0.92806968 0.07193032] probability [0.33649056 0.66350944] After improvements [0.84783095 0.15216905] probability [0.63451398 0.36548602] After improvements [0.94838202 0.05161798] probability [0.14154261 0.85845739] After improvements [0.86180738 0.13819262] probability [0.30491047 0.69508953] After improvements [0.83824655 0.16175345] probability [0.37479221 0.62520779] After improvements [0.89453168 0.10546832] probability [0.7699243 0.2300757] After improvements [0.95809159 0.04190841] probability [0.34619908 0.65380092] After improvements [0.87538401 0.12461599] probability [0.12679064 0.87320936] After improvements [0.80901796 0.19098204] probability [0.81446699 0.18553301] After improvements [0.96491399 0.03508601] probability [0.42567915 0.57432085] After improvements [0.8689365 0.1310635] probability [0.41000568 0.58999432] After improvements [0.87761083 0.12238917] probability [0.55445429 0.44554571] After improvements [0.90722882 0.09277118] probability [0.597231 0.402769] After improvements [0.95334297 0.04665703] probability [0.64129658 0.35870342] After improvements [0.95487728 0.04512272] probability [0.34231037 0.65768963] After improvements [0.88695725 0.11304275] probability [0.70846364 0.29153636] After improvements [0.94020858 0.05979142] probability [0.50480006 0.49519994] After improvements [0.93095258 0.06904742] probability [0.64752465 0.35247535] After improvements [0.94020858 0.05979142] probability [0.25161121 0.74838879] After improvements [0.90096783 0.09903217] probability [0.40580717 0.59419283] After improvements [0.86823394 0.13176606] probability [0.317402 0.682598] After improvements [0.89612422 0.10387578] probability [0.52402147 0.47597853] After improvements [0.93778375 0.06221625] probability [0.36368715 0.63631285] After improvements [0.90871528 0.09128472] probability [0.23219818 0.76780182] After improvements [0.8552018 0.1447982] probability [0.18040852 0.81959148] After improvements [0.8066599 0.1933401] probability [0.16091238 0.83908762] After improvements [0.84398618 0.15601382] probability [0.43530392 0.56469608] After improvements [0.89391623 0.10608377] probability [0.37804206 0.62195794] After improvements [0.91562483 0.08437517] probability [0.44916711 0.55083289] After improvements [0.93830025 0.06169975] probability [0.4500761 0.5499239] After improvements [0.93851256 0.06148744] probability [0.30662031 0.69337969] After improvements [0.90121185 0.09878815] probability [0.30950584 0.69049416] After improvements [0.89433067 0.10566933] probability [0.69076878 0.30923122] After improvements [0.94440122 0.05559878] probability [0.23552294 0.76447706] After improvements [0.84563962 0.15436038] probability [0.28849527 0.71150473] After improvements [0.8633816 0.1366184] probability [0.25512172 0.74487828] After improvements [0.867046 0.132954] probability [0.22027377 0.77972623] After improvements [0.85407754 0.14592246] probability [0.28857366 0.71142634] After improvements [0.87348254 0.12651746] probability [0.23446405 0.76553595] After improvements [0.84887313 0.15112687] probability [0.19418436 0.80581564] After improvements [0.81461866 0.18538134] probability [0.65119229 0.34880771] After improvements [0.95052552 0.04947448] probability [0.5307384 0.4692616] After improvements [0.88941822 0.11058178] probability [0.71758191 0.28241809] After improvements [0.94978964 0.05021036] probability [0.40159302 0.59840698] After improvements [0.88538017 0.11461983] probability [0.38893288 0.61106712] After improvements [0.92376504 0.07623496] probability [0.3148239 0.6851761] After improvements [0.90653374 0.09346626] probability [0.42912667 0.57087333] After improvements [0.89961929 0.10038071] probability [0.16067727 0.83932273] After improvements [0.84320073 0.15679927] probability [0.26098752 0.73901248] After improvements [0.87321836 0.12678164] probability [0.5401817 0.4598183] After improvements [0.89427221 0.10572779] probability [0.5407046 0.4592954] After improvements [0.93656963 0.06343037] probability [0.63141874 0.36858126] After improvements [0.94976282 0.05023718] probability [0.6243443 0.3756557] After improvements [0.95351974 0.04648026] probability [0.6615458 0.3384542] After improvements [0.93668707 0.06331293] probability [0.28415324 0.71584676] After improvements [0.85016513 0.14983487] probability [0.12411669 0.87588331] After improvements [0.84878934 0.15121066] probability [0.53536632 0.46463368] After improvements [0.94895645 0.05104355] probability [0.4421866 0.5578134] After improvements [0.88105134 0.11894866] probability [0.23734106 0.76265894] After improvements [0.84956025 0.15043975] probability [0.21539151 0.78460849] After improvements [0.80876351 0.19123649] probability [0.74794045 0.25205955] After improvements [0.93555796 0.06444204] probability [0.12135881 0.87864119] After improvements [0.82521422 0.17478578] probability [0.26948556 0.73051444] After improvements [0.80258656 0.19741344] probability [0.16340548 0.83659452] After improvements [0.84031769 0.15968231] probability [0.23944984 0.76055016] After improvements [0.84879156 0.15120844] probability [0.70537297 0.29462703] After improvements [0.94560034 0.05439966] probability [0.45495784 0.54504216] After improvements [0.8542588 0.1457412] probability [0.55010458 0.44989542] After improvements [0.92559878 0.07440122] probability [0.32286597 0.67713403] After improvements [0.85941216 0.14058784] probability [0.1089649 0.8910351] After improvements [0.82223467 0.17776533] probability [0.16014946 0.83985054] After improvements [0.83212676 0.16787324] probability [0.85442201 0.14557799] After improvements [0.9663959 0.0336041] probability [0.43438252 0.56561748] After improvements [0.93552454 0.06447546] probability [0.30236435 0.69763565] After improvements [0.83435885 0.16564115] probability [0.75800075 0.24199925] After improvements [0.95891705 0.04108295] probability [0.62695464 0.37304536] After improvements [0.94655686 0.05344314] probability [0.64643017 0.35356983] After improvements [0.94372146 0.05627854] probability [0.71480338 0.28519662] After improvements [0.9397128 0.0602872] probability [0.34632728 0.65367272] After improvements [0.85884008 0.14115992] probability [0.52619358 0.47380642] After improvements [0.95775779 0.04224221] probability [0.37813429 0.62186571] After improvements [0.86004808 0.13995192] probability [0.80120479 0.19879521] After improvements [0.96438253 0.03561747] probability [0.29632491 0.70367509] After improvements [0.90680713 0.09319287] probability [0.69212193 0.30787807] After improvements [0.92722142 0.07277858] probability [0.41641367 0.58358633] After improvements [0.83824903 0.16175097] probability [0.66844854 0.33155146] After improvements [0.93386356 0.06613644] probability [0.27191332 0.72808668] After improvements [0.85560823 0.14439177] probability [0.83316714 0.16683286] After improvements [0.95764235 0.04235765] probability [0.44904958 0.55095042] After improvements [0.91574947 0.08425053] probability [0.47568116 0.52431884] After improvements [0.89188831 0.10811169] probability [0.52987892 0.47012108] After improvements [0.92354092 0.07645908] probability [0.71608096 0.28391904] After improvements [0.9414093 0.0585907] probability [0.30317795 0.69682205] After improvements [0.86353873 0.13646127] probability [0.86246329 0.13753671] After improvements [0.95716126 0.04283874] probability [0.39350227 0.60649773] After improvements [0.92765424 0.07234576] probability [0.61575371 0.38424629] After improvements [0.9522987 0.0477013] probability [0.29663069 0.70336931] After improvements [0.8823415 0.1176585] probability [0.38189615 0.61810385] After improvements [0.88075856 0.11924144] probability [0.39630724 0.60369276] After improvements [0.91692164 0.08307836] probability [0.65948084 0.34051916] After improvements [0.95209225 0.04790775] probability [0.44925871 0.55074129] After improvements [0.94274543 0.05725457] probability [0.49103249 0.50896751] After improvements [0.95058969 0.04941031] probability [0.43074055 0.56925945] After improvements [0.86858341 0.13141659] probability [0.39368719 0.60631281] After improvements [0.92348002 0.07651998] probability [0.462853 0.537147] After improvements [0.92952788 0.07047212] probability [0.61816554 0.38183446] After improvements [0.9472644 0.0527356] probability [0.57157182 0.42842818] After improvements [0.96019778 0.03980222] probability [0.43527515 0.56472485] After improvements [0.92539105 0.07460895] probability [0.30386352 0.69613648] After improvements [0.86292851 0.13707149] probability [0.57491053 0.42508947] After improvements [0.90660521 0.09339479] probability [0.49319594 0.50680406] After improvements [0.91318735 0.08681265] probability [0.43062173 0.56937827] After improvements [0.92521278 0.07478722] probability [0.60950902 0.39049098] After improvements [0.94269136 0.05730864] probability [0.45452844 0.54547156] After improvements [0.91757471 0.08242529] probability [0.34700601 0.65299399] After improvements [0.81568027 0.18431973] probability [0.57847894 0.42152106] After improvements [0.91692164 0.08307836] probability [0.26477204 0.73522796] After improvements [0.81897936 0.18102064] probability [0.78725403 0.21274597] After improvements [0.95179141 0.04820859] probability [0.50810183 0.49189817] After improvements [0.94470621 0.05529379] probability [0.50410212 0.49589788] After improvements [0.94350595 0.05649405] probability [0.24924704 0.75075296] After improvements [0.86114509 0.13885491] probability [0.5103825 0.4896175] After improvements [0.91197328 0.08802672] probability [0.25921063 0.74078937] After improvements [0.92814431 0.07185569] probability [0.55931994 0.44068006] After improvements [0.95886771 0.04113229] probability [0.24015582 0.75984418] After improvements [0.86439224 0.13560776] probability [0.29788498 0.70211502] After improvements [0.84282587 0.15717413] probability [0.69911102 0.30088898] After improvements [0.94633134 0.05366866] probability [0.43975435 0.56024565] After improvements [0.91342659 0.08657341] probability [0.4178323 0.5821677] After improvements [0.88567988 0.11432012] probability [0.38872586 0.61127414] After improvements [0.92250091 0.07749909] probability [0.81734671 0.18265329] After improvements [0.9643797 0.0356203] probability [0.57530826 0.42469174] After improvements [0.92526461 0.07473539] probability [0.24283854 0.75716146] After improvements [0.82162528 0.17837472] probability [0.30767724 0.69232276] After improvements [0.83444374 0.16555626] probability [0.55469442 0.44530558] After improvements [0.91231569 0.08768431] probability [0.27538739 0.72461261] After improvements [0.91586345 0.08413655] probability [0.82788041 0.17211959] After improvements [0.96349114 0.03650886] probability [0.37639908 0.62360092] After improvements [0.91296335 0.08703665] probability [0.64337763 0.35662237] After improvements [0.95671289 0.04328711] probability [0.24761852 0.75238148] After improvements [0.87905782 0.12094218] probability [0.71222177 0.28777823] After improvements [0.9562885 0.0437115] probability [0.58613927 0.41386073] After improvements [0.9090609 0.0909391] probability [0.31212376 0.68787624] After improvements [0.87457716 0.12542284] probability [0.41407878 0.58592122] After improvements [0.82453278 0.17546722] probability [0.28810277 0.71189723] After improvements [0.91556354 0.08443646] probability [0.60261319 0.39738681] After improvements [0.9469977 0.0530023] probability [0.25779207 0.74220793] After improvements [0.81009665 0.18990335] probability [0.76648293 0.23351707] After improvements [0.93046951 0.06953049] probability [0.15501801 0.84498199] After improvements [0.87730736 0.12269264] probability [0.25924004 0.74075996] After improvements [0.86688429 0.13311571] probability [0.26554541 0.73445459] After improvements [0.82740399 0.17259601] probability [0.4013279 0.5986721] After improvements [0.92542047 0.07457953] probability [0.18834682 0.81165318] After improvements [0.86230985 0.13769015] probability [0.479942 0.520058] After improvements [0.94920329 0.05079671] probability [0.23442021 0.76557979] After improvements [0.81246141 0.18753859] probability [0.35411487 0.64588513] After improvements [0.90954267 0.09045733] probability [0.66079176 0.33920824] After improvements [0.93667199 0.06332801] probability [0.49507773 0.50492227] After improvements [0.86274758 0.13725242] probability [0.48141362 0.51858638] After improvements [0.94129981 0.05870019] probability [0.29168311 0.70831689] After improvements [0.8972424 0.1027576] probability [0.69059529 0.30940471] After improvements [0.94705001 0.05294999] probability [0.38332767 0.61667233] After improvements [0.80518883 0.19481117] probability [0.55377304 0.44622696] After improvements [0.90575548 0.09424452] probability [0.27332125 0.72667875] After improvements [0.86464719 0.13535281] probability [0.31639054 0.68360946] After improvements [0.83824903 0.16175097] probability [0.30830211 0.69169789] After improvements [0.82998307 0.17001693] probability [0.738291 0.261709] After improvements [0.94644685 0.05355315] probability [0.4560132 0.5439868] After improvements [0.94528218 0.05471782] probability [0.14635593 0.85364407] After improvements [0.86536499 0.13463501] probability [0.29000214 0.70999786] After improvements [0.88789834 0.11210166] probability [0.56571881 0.43428119] After improvements [0.90775823 0.09224177] probability [0.4566923 0.5433077] After improvements [0.90403377 0.09596623] probability [0.43581483 0.56418517] After improvements [0.91352335 0.08647665] probability [0.28021823 0.71978177] After improvements [0.88128786 0.11871214] probability [0.47834699 0.52165301] After improvements [0.94107617 0.05892383] probability [0.60134066 0.39865934] After improvements [0.95376384 0.04623616] probability [0.44552817 0.55447183] After improvements [0.89959021 0.10040979] probability [0.21297234 0.78702766] After improvements [0.89586037 0.10413963] probability [0.22100417 0.77899583] After improvements [0.82006205 0.17993795] probability [0.44205806 0.55794194] After improvements [0.93930285 0.06069715] probability [0.20382194 0.79617806] After improvements [0.82967871 0.17032129] probability [0.62205266 0.37794734] After improvements [0.94489428 0.05510572] probability [0.32220457 0.67779543] After improvements [0.90020945 0.09979055] probability [0.80355295 0.19644705] After improvements [0.97339869 0.02660131] probability [0.2100138 0.7899862] After improvements [0.83895104 0.16104896] probability [0.69987858 0.30012142] After improvements [0.94825492 0.05174508] probability [0.68669812 0.31330188] After improvements [0.96276798 0.03723202] probability [0.22491271 0.77508729] After improvements [0.85767207 0.14232793] probability [0.66944048 0.33055952] After improvements [0.94310949 0.05689051] probability [0.43976285 0.56023715] After improvements [0.8986806 0.1013194] probability [0.52432542 0.47567458] After improvements [0.91865159 0.08134841] probability [0.3710681 0.6289319] After improvements [0.86863354 0.13136646] probability [0.3622261 0.6377739] After improvements [0.93242503 0.06757497] probability [0.35273755 0.64726245] After improvements [0.91337353 0.08662647] probability [0.5635937 0.4364063] After improvements [0.94250459 0.05749541] probability [0.29770393 0.70229607] After improvements [0.83868967 0.16131033] probability [0.21515535 0.78484465] After improvements [0.83593816 0.16406184] probability [0.54824438 0.45175562] After improvements [0.93818514 0.06181486] probability [0.36253006 0.63746994] After improvements [0.8860688 0.1139312] probability [0.60779015 0.39220985] After improvements [0.95981541 0.04018459] probability [0.61308308 0.38691692] After improvements [0.9423826 0.0576174] probability [0.36384105 0.63615895] After improvements [0.86603171 0.13396829] probability [0.54583194 0.45416806] After improvements [0.90020781 0.09979219] probability [0.73164956 0.26835044] After improvements [0.92890467 0.07109533] probability [0.22060332 0.77939668] After improvements [0.83440934 0.16559066] probability [0.21680902 0.78319098] After improvements [0.87692174 0.12307826] probability [0.14574043 0.85425957] After improvements [0.85467665 0.14532335] probability [0.45882301 0.54117699] After improvements [0.86517888 0.13482112] probability [0.28272275 0.71727725] After improvements [0.89197545 0.10802455] probability [0.23694269 0.76305731] After improvements [0.85067105 0.14932895] probability [0.26892368 0.73107632] After improvements [0.8792149 0.1207851] probability [0.15557304 0.84442696] After improvements [0.84673561 0.15326439] probability [0.85460765 0.14539235] After improvements [0.9663959 0.0336041] probability [0.31462423 0.68537577] After improvements [0.91158194 0.08841806] probability [0.71626458 0.28373542] After improvements [0.93412455 0.06587545] probability [0.35979258 0.64020742] After improvements [0.88194492 0.11805508] probability [0.57055523 0.42944477] After improvements [0.93862106 0.06137894] probability [0.17468165 0.82531835] After improvements [0.81944296 0.18055704] probability [0.40851032 0.59148968] After improvements [0.88943569 0.11056431] probability [0.45917402 0.54082598] After improvements [0.94059634 0.05940366] probability [0.75281168 0.24718832] After improvements [0.9538112 0.0461888] probability [0.34696985 0.65303015] After improvements [0.8060937 0.1939063] probability [0.0296047 0.9703953] After improvements [0.82054008 0.17945992] probability [0.37285329 0.62714671] After improvements [0.91883134 0.08116866] probability [0.53288401 0.46711599] After improvements [0.92118178 0.07881822] probability [0.34303959 0.65696041] After improvements [0.89966703 0.10033297] probability [0.34606434 0.65393566] After improvements [0.9165262 0.0834738] probability [0.31587101 0.68412899] After improvements [0.89166814 0.10833186] probability [0.40014925 0.59985075] After improvements [0.8288647 0.1711353] probability [0.14001728 0.85998272] After improvements [0.82264856 0.17735144] probability [0.55668091 0.44331909] After improvements [0.9388774 0.0611226] probability [0.10835472 0.89164528] After improvements [0.85313949 0.14686051] probability [0.27245866 0.72754134] After improvements [0.87794546 0.12205454] probability [0.3302687 0.6697313] After improvements [0.89399546 0.10600454] probability [0.36411485 0.63588515] After improvements [0.85784312 0.14215688] probability [0.74731322 0.25268678] After improvements [0.96500186 0.03499814] probability [0.21923961 0.78076039] After improvements [0.86696743 0.13303257] probability [0.31058249 0.68941751] After improvements [0.82512216 0.17487784] probability [0.21285847 0.78714153] After improvements [0.83928484 0.16071516] probability [0.33998731 0.66001269] After improvements [0.9074776 0.0925224] probability [0.35264356 0.64735644] After improvements [0.86379951 0.13620049] probability [0.700128 0.299872] After improvements [0.96621931 0.03378069] probability [0.46046284 0.53953716] After improvements [0.89756084 0.10243916] probability [0.19139729 0.80860271] After improvements [0.81457657 0.18542343] probability [0.40894458 0.59105542] After improvements [0.90560774 0.09439226] probability [0.56144966 0.43855034] After improvements [0.89656414 0.10343586] probability [0.42091715 0.57908285] After improvements [0.89018997 0.10981003] probability [0.12923017 0.87076983] After improvements [0.8479922 0.1520078] probability [0.42528525 0.57471475] After improvements [0.88346637 0.11653363] probability [0.39533683 0.60466317] After improvements [0.88798718 0.11201282] probability [0.71457484 0.28542516] After improvements [0.94867636 0.05132364] probability [0.36402084 0.63597916] After improvements [0.88342532 0.11657468] probability [0.09331313 0.90668687] After improvements [0.87345476 0.12654524] probability [0.16371171 0.83628829] After improvements [0.86635247 0.13364753] probability [0.32162974 0.67837026] After improvements [0.87337285 0.12662715] probability [0.58455822 0.41544178] After improvements [0.8887698 0.1112302] probability [0.15592275 0.84407725] After improvements [0.81662541 0.18337459] probability [0.32195914 0.67804086] After improvements [0.87865519 0.12134481] probability [0.76921791 0.23078209] After improvements [0.96187336 0.03812664] probability [0.08553121 0.91446879] After improvements [0.83929224 0.16070776] probability [0.32492681 0.67507319] After improvements [0.85999634 0.14000366] probability [0.74657157 0.25342843] After improvements [0.95189493 0.04810507] probability [0.78772263 0.21227737] After improvements [0.96336985 0.03663015] probability [0.18415824 0.81584176] After improvements [0.82549574 0.17450426] probability [0.26810523 0.73189477] After improvements [0.86720284 0.13279716] probability [0.30006215 0.69993785] After improvements [0.88716076 0.11283924] probability [0.19154741 0.80845259] After improvements [0.86318097 0.13681903] probability [0.2154157 0.7845843] After improvements [0.84311565 0.15688435] probability [0.30906923 0.69093077] After improvements [0.88190043 0.11809957] probability [0.41075545 0.58924455] After improvements [0.92279986 0.07720014] probability [0.71629929 0.28370071] After improvements [0.95248318 0.04751682] probability [0.12490146 0.87509854] After improvements [0.84459897 0.15540103] probability [0.41647349 0.58352651] After improvements [0.89334557 0.10665443] probability [0.49445047 0.50554953] After improvements [0.902917 0.097083] probability [0.26518701 0.73481299] After improvements [0.86978187 0.13021813] probability [0.29206474 0.70793526] After improvements [0.8162938 0.1837062] probability [0.54486595 0.45513405] After improvements [0.92348002 0.07651998] probability [0.65590833 0.34409167] After improvements [0.95408994 0.04591006] probability [0.6810874 0.3189126] After improvements [0.95334297 0.04665703] probability [0.40176878 0.59823122] After improvements [0.83346151 0.16653849] probability [0.61982575 0.38017425] After improvements [0.9182003 0.0817997] probability [0.73514867 0.26485133] After improvements [0.94454321 0.05545679] probability [0.6141995 0.3858005] After improvements [0.95122782 0.04877218] probability [0.55500008 0.44499992] After improvements [0.90545135 0.09454865] probability [0.21956462 0.78043538] After improvements [0.84018518 0.15981482] probability [0.09367017 0.90632983] After improvements [0.8298981 0.1701019] probability [0.26629763 0.73370237] After improvements [0.84924913 0.15075087] probability [0.17012999 0.82987001] After improvements [0.87869937 0.12130063] probability [0.3120543 0.6879457] After improvements [0.89745885 0.10254115] probability [0.59215207 0.40784793] After improvements [0.91659354 0.08340646] probability [0.53247257 0.46752743] After improvements [0.91646022 0.08353978] probability [0.21852299 0.78147701] After improvements [0.84032931 0.15967069] probability [0.55226109 0.44773891] After improvements [0.9560074 0.0439926] probability [0.25996947 0.74003053] After improvements [0.86804914 0.13195086] probability [0.36224246 0.63775754] After improvements [0.89843326 0.10156674] probability [0.59346094 0.40653906] After improvements [0.89888259 0.10111741] probability [0.17569698 0.82430302] After improvements [0.80090624 0.19909376] probability [0.38931706 0.61068294] After improvements [0.87025473 0.12974527] probability [0.20171724 0.79828276] After improvements [0.86766007 0.13233993] probability [0.33763153 0.66236847] After improvements [0.84455545 0.15544455] probability [0.549563 0.450437] After improvements [0.93505074 0.06494926] probability [0.54916412 0.45083588] After improvements [0.90362734 0.09637266] probability [0.44122778 0.55877222] After improvements [0.89024752 0.10975248] probability [0.16483212 0.83516788] After improvements [0.81707747 0.18292253] probability [0.18541868 0.81458132] After improvements [0.81360101 0.18639899] probability [0.46059477 0.53940523] After improvements [0.92111916 0.07888084] probability [0.72400569 0.27599431] After improvements [0.95638808 0.04361192] probability [0.34480699 0.65519301] After improvements [0.89779916 0.10220084] probability [0.36590707 0.63409293] After improvements [0.91748617 0.08251383] probability [0.48545853 0.51454147] After improvements [0.92347428 0.07652572] probability [0.60521299 0.39478701] After improvements [0.9338942 0.0661058] probability [0.43131024 0.56868976] After improvements [0.89309773 0.10690227] probability [0.22263858 0.77736142] After improvements [0.85595431 0.14404569] probability [0.31189447 0.68810553] After improvements [0.88987158 0.11012842] probability [0.32969092 0.67030908] After improvements [0.89300838 0.10699162] probability [0.69140803 0.30859197] After improvements [0.94208701 0.05791299] probability [0.73157885 0.26842115] After improvements [0.95112508 0.04887492] probability [0.60924237 0.39075763] After improvements [0.9041512 0.0958488] probability [0.37010495 0.62989505] After improvements [0.91036206 0.08963794] probability [0.47196026 0.52803974] After improvements [0.92569953 0.07430047] probability [0.07267168 0.92732832] After improvements [0.81288592 0.18711408] probability [0.39813879 0.60186121] After improvements [0.85856207 0.14143793] probability [0.71334234 0.28665766] After improvements [0.95202946 0.04797054] probability [0.39649712 0.60350288] After improvements [0.83257492 0.16742508] probability [0.72609975 0.27390025] After improvements [0.95382846 0.04617154] probability [0.12525025 0.87474975] After improvements [0.83690158 0.16309842] probability [0.74929845 0.25070155] After improvements [0.97473419 0.02526581] probability [0.67437236 0.32562764] After improvements [0.964002 0.035998] probability [0.72642769 0.27357231] After improvements [0.95068801 0.04931199] probability [0.63508592 0.36491408] After improvements [0.92026307 0.07973693] probability [0.411289 0.588711] After improvements [0.81705815 0.18294185] probability [0.20967692 0.79032308] After improvements [0.84882852 0.15117148] probability [0.64928222 0.35071778] After improvements [0.93568342 0.06431658] probability [0.23008077 0.76991923] After improvements [0.85948987 0.14051013] probability [0.58038026 0.41961974] After improvements [0.88064654 0.11935346] probability [0.48744806 0.51255194] After improvements [0.91286028 0.08713972] probability [0.09297543 0.90702457] After improvements [0.85469973 0.14530027] probability [0.4604089 0.5395911] After improvements [0.93386242 0.06613758] probability [0.27077403 0.72922597] After improvements [0.86843587 0.13156413] probability [0.15817879 0.84182121] After improvements [0.80395059 0.19604941] probability [0.76824722 0.23175278] After improvements [0.97547645 0.02452355] probability [0.1193724 0.8806276] After improvements [0.87135142 0.12864858] probability [0.34413467 0.65586533] After improvements [0.90445228 0.09554772] probability [0.52734862 0.47265138] After improvements [0.92662525 0.07337475] probability [0.29443835 0.70556165] After improvements [0.88443741 0.11556259] probability [0.12817771 0.87182229] After improvements [0.84191347 0.15808653] probability [0.19769824 0.80230176] After improvements [0.83255271 0.16744729] probability [0.42370887 0.57629113] After improvements [0.89147128 0.10852872] probability [0.44426894 0.55573106] After improvements [0.93927271 0.06072729] probability [0.21965064 0.78034936] After improvements [0.8555664 0.1444336] probability [0.65780872 0.34219128] After improvements [0.9286487 0.0713513] probability [0.42925022 0.57074978] After improvements [0.92885091 0.07114909] probability [0.12600581 0.87399419] After improvements [0.83157089 0.16842911] probability [0.26821264 0.73178736] After improvements [0.88580673 0.11419327] probability [0.5851062 0.4148938] After improvements [0.91723398 0.08276602] probability [0.26152126 0.73847874] After improvements [0.83641474 0.16358526] probability [0.35715317 0.64284683] After improvements [0.93463782 0.06536218] probability [0.56486537 0.43513463] After improvements [0.93188237 0.06811763] probability [0.22688251 0.77311749] After improvements [0.88570436 0.11429564] probability [0.18090219 0.81909781] After improvements [0.86296037 0.13703963] probability [0.38877638 0.61122362] After improvements [0.94595441 0.05404559] probability [0.51708904 0.48291096] After improvements [0.88603131 0.11396869] probability [0.41784449 0.58215551] After improvements [0.92829658 0.07170342] probability [0.31200641 0.68799359] After improvements [0.8799403 0.1200597] probability [0.29254959 0.70745041] After improvements [0.88915616 0.11084384] probability [0.05830169 0.94169831] After improvements [0.8257813 0.1742187] probability [0.28299317 0.71700683] After improvements [0.92372465 0.07627535] probability [0.32627592 0.67372408] After improvements [0.88965758 0.11034242] probability [0.54916968 0.45083032] After improvements [0.95334297 0.04665703] probability [0.20125742 0.79874258] After improvements [0.84209009 0.15790991] probability [0.3933885 0.6066115] After improvements [0.92246342 0.07753658] probability [0.52018953 0.47981047] After improvements [0.84754004 0.15245996] probability [0.17520103 0.82479897] After improvements [0.85495764 0.14504236] probability [0.13420564 0.86579436] After improvements [0.83118594 0.16881406] probability [0.0827034 0.9172966] After improvements [0.81620059 0.18379941] probability [0.31077626 0.68922374] After improvements [0.90430211 0.09569789] probability [0.13176495 0.86823505] After improvements [0.85481107 0.14518893] probability [0.24496592 0.75503408] After improvements [0.87178297 0.12821703] probability [0.20998827 0.79001173] After improvements [0.80226449 0.19773551] probability [0.26159311 0.73840689] After improvements [0.8639961 0.1360039] probability [0.30864527 0.69135473] After improvements [0.90956875 0.09043125] probability [0.2307178 0.7692822] After improvements [0.84475849 0.15524151] probability [0.39581811 0.60418189] After improvements [0.89987086 0.10012914] probability [0.31069084 0.68930916] After improvements [0.83363938 0.16636062] probability [0.23880543 0.76119457] After improvements [0.83492128 0.16507872] probability [0.52250529 0.47749471] After improvements [0.92142612 0.07857388] probability [0.9010297 0.0989703] After improvements [0.96528571 0.03471429] probability [0.66092177 0.33907823] After improvements [0.92956165 0.07043835] probability [0.46300289 0.53699711] After improvements [0.93756647 0.06243353] probability [0.52476536 0.47523464] After improvements [0.93542167 0.06457833] probability [0.31672487 0.68327513] After improvements [0.94033545 0.05966455] probability [0.24386159 0.75613841] After improvements [0.80204668 0.19795332] probability [0.69183192 0.30816808] After improvements [0.94219535 0.05780465] probability [0.61005484 0.38994516] After improvements [0.94891118 0.05108882] probability [0.7152144 0.2847856] After improvements [0.97563211 0.02436789] probability [0.31549492 0.68450508] After improvements [0.90437477 0.09562523] probability [0.69220037 0.30779963] After improvements [0.94753107 0.05246893] probability [0.58988115 0.41011885] After improvements [0.94114474 0.05885526] probability [0.35919085 0.64080915] After improvements [0.8858062 0.1141938] probability [0.84425003 0.15574997] After improvements [0.96309404 0.03690596] probability [0.25064702 0.74935298] After improvements [0.85704243 0.14295757] probability [0.48926251 0.51073749] After improvements [0.91861225 0.08138775] probability [0.4890698 0.5109302] After improvements [0.90654947 0.09345053] probability [0.2127803 0.7872197] After improvements [0.8306473 0.1693527] probability [0.33219478 0.66780522] After improvements [0.90942876 0.09057124] probability [0.65833721 0.34166279] After improvements [0.93386242 0.06613758] probability [0.32528172 0.67471828] After improvements [0.85301955 0.14698045] probability [0.57375464 0.42624536] After improvements [0.91162349 0.08837651] probability [0.32731611 0.67268389] After improvements [0.85726463 0.14273537] probability [0.33649147 0.66350853] After improvements [0.84238339 0.15761661] probability [0.2415201 0.7584799] After improvements [0.87037244 0.12962756] probability [0.09863614 0.90136386] After improvements [0.80055482 0.19944518] probability [0.34855538 0.65144462] After improvements [0.90059548 0.09940452] probability [0.21336255 0.78663745] After improvements [0.86529611 0.13470389] probability [0.39709152 0.60290848] After improvements [0.8806855 0.1193145] probability [0.38012287 0.61987713] After improvements [0.87075327 0.12924673] probability [0.39433083 0.60566917] After improvements [0.92835394 0.07164606] probability [0.51941038 0.48058962] After improvements [0.92232346 0.07767654] probability [0.41994636 0.58005364] After improvements [0.89974317 0.10025683] probability [0.36814768 0.63185232] After improvements [0.91730388 0.08269612] probability [0.52586111 0.47413889] After improvements [0.92234 0.07766] probability [0.52538527 0.47461473] After improvements [0.95189493 0.04810507] probability [0.33069484 0.66930516] After improvements [0.86796223 0.13203777] probability [0.52177501 0.47822499] After improvements [0.94716071 0.05283929] probability [0.43952974 0.56047026] After improvements [0.92995623 0.07004377] probability [0.32366712 0.67633288] After improvements [0.90331383 0.09668617] probability [0.74928473 0.25071527] After improvements [0.93756755 0.06243245] probability [0.43412787 0.56587213] After improvements [0.9333781 0.0666219] probability [0.42845653 0.57154347] After improvements [0.93228974 0.06771026] probability [0.26503411 0.73496589] After improvements [0.8686527 0.1313473] probability [0.57205274 0.42794726] After improvements [0.93071609 0.06928391] probability [0.61468134 0.38531866] After improvements [0.94700387 0.05299613] probability [0.58512491 0.41487509] After improvements [0.90274709 0.09725291] probability [0.75996081 0.24003919] After improvements [0.96295854 0.03704146] probability [0.90578564 0.09421436] After improvements [0.97083082 0.02916918] probability [0.32342475 0.67657525] After improvements [0.80678356 0.19321644] probability [0.41788975 0.58211025] After improvements [0.93914377 0.06085623] probability [0.62516833 0.37483167] After improvements [0.9189491 0.0810509] probability [0.37779958 0.62220042] After improvements [0.94950573 0.05049427] probability [0.27769152 0.72230848] After improvements [0.88983622 0.11016378] probability [0.30139839 0.69860161] After improvements [0.89396877 0.10603123] probability [0.37756676 0.62243324] After improvements [0.86952588 0.13047412] probability [0.13701539 0.86298461] After improvements [0.87174533 0.12825467] probability [0.30610105 0.69389895] After improvements [0.89792568 0.10207432] probability [0.45059376 0.54940624] After improvements [0.93007 0.06993] probability [0.23242259 0.76757741] After improvements [0.83160803 0.16839197] probability [0.16194736 0.83805264] After improvements [0.86811517 0.13188483] probability [0.22378022 0.77621978] After improvements [0.81644805 0.18355195] probability [0.52508396 0.47491604] After improvements [0.93124764 0.06875236] probability [0.19328904 0.80671096] After improvements [0.83164662 0.16835338] probability [0.84355391 0.15644609] After improvements [0.97439693 0.02560307] probability [0.2184778 0.7815222] After improvements [0.82331037 0.17668963] probability [0.18374564 0.81625436] After improvements [0.80095358 0.19904642] probability [0.28812861 0.71187139] After improvements [0.83071303 0.16928697] probability [0.18115803 0.81884197] After improvements [0.83806129 0.16193871] probability [0.72487811 0.27512189] After improvements [0.96049608 0.03950392] probability [0.4236855 0.5763145] After improvements [0.90604848 0.09395152] probability [0.1659967 0.8340033] After improvements [0.8468115 0.1531885] probability [0.65502609 0.34497391] After improvements [0.96049608 0.03950392] probability [0.52326292 0.47673708] After improvements [0.93505684 0.06494316] probability [0.17228493 0.82771507] After improvements [0.88699352 0.11300648] probability [0.61691 0.38309] After improvements [0.94061349 0.05938651] probability [0.25825491 0.74174509] After improvements [0.85703945 0.14296055] probability [0.29758945 0.70241055] After improvements [0.82854693 0.17145307] probability [0.70701216 0.29298784] After improvements [0.94330712 0.05669288] probability [0.42947735 0.57052265] After improvements [0.88597918 0.11402082] probability [0.41482001 0.58517999] After improvements [0.83646719 0.16353281] probability [0.72340544 0.27659456] After improvements [0.95410164 0.04589836] probability [0.30812824 0.69187176] After improvements [0.89861541 0.10138459] probability [0.67431131 0.32568869] After improvements [0.96385251 0.03614749] probability [0.57427683 0.42572317] After improvements [0.92728081 0.07271919] probability [0.14255942 0.85744058] After improvements [0.87484283 0.12515717] probability [0.32275491 0.67724509] After improvements [0.90286065 0.09713935] probability [0.36428808 0.63571192] After improvements [0.81357154 0.18642846] probability [0.33142461 0.66857539] After improvements [0.90171822 0.09828178] probability [0.39106734 0.60893266] After improvements [0.8635391 0.1364609] probability [0.79178713 0.20821287] After improvements [0.95428739 0.04571261] probability [0.39431231 0.60568769] After improvements [0.90237382 0.09762618] probability [0.84150147 0.15849853] After improvements [0.97192797 0.02807203] probability [0.17892149 0.82107851] After improvements [0.88427551 0.11572449] probability [0.57317372 0.42682628] After improvements [0.92956165 0.07043835] probability [0.22970365 0.77029635] After improvements [0.8371482 0.1628518] probability [0.55372323 0.44627677] After improvements [0.90275353 0.09724647] probability [0.6125037 0.3874963] After improvements [0.96784231 0.03215769] probability [0.56247469 0.43752531] After improvements [0.94200658 0.05799342] probability [0.82037727 0.17962273] After improvements [0.96756249 0.03243751] probability [0.88769881 0.11230119] After improvements [0.98020599 0.01979401] probability [0.57507684 0.42492316] After improvements [0.9414093 0.0585907] probability [0.41738989 0.58261011] After improvements [0.88638158 0.11361842] probability [0.50959614 0.49040386] After improvements [0.91032248 0.08967752] probability [0.68431719 0.31568281] After improvements [0.94156546 0.05843454] probability [0.15008101 0.84991899] After improvements [0.88389817 0.11610183] probability [0.12700505 0.87299495] After improvements [0.85188547 0.14811453] probability [0.47608831 0.52391169] After improvements [0.92121763 0.07878237] probability [0.51987151 0.48012849] After improvements [0.91787541 0.08212459] probability [0.37268372 0.62731628] After improvements [0.8622753 0.1377247] probability [0.39805926 0.60194074] After improvements [0.8745147 0.1254853] probability [0.26484886 0.73515114] After improvements [0.88465142 0.11534858] probability [0.09721166 0.90278834] After improvements [0.81524882 0.18475118] probability [0.67073759 0.32926241] After improvements [0.93909448 0.06090552] probability [0.51652617 0.48347383] After improvements [0.93016851 0.06983149] probability [0.74565792 0.25434208] After improvements [0.95042007 0.04957993] probability [0.23433597 0.76566403] After improvements [0.86476128 0.13523872] probability [0.69403225 0.30596775] After improvements [0.95209142 0.04790858] probability [0.44625328 0.55374672] After improvements [0.84816198 0.15183802] probability [0.27734973 0.72265027] After improvements [0.91367757 0.08632243] probability [0.1917663 0.8082337] After improvements [0.83393033 0.16606967] probability [0.57404358 0.42595642] After improvements [0.94365231 0.05634769] probability [0.380388 0.619612] After improvements [0.88866844 0.11133156] probability [0.73983574 0.26016426] After improvements [0.96276798 0.03723202] probability [0.84630116 0.15369884] After improvements [0.97563211 0.02436789] probability [0.80863829 0.19136171] After improvements [0.96023442 0.03976558] probability [0.17658776 0.82341224] After improvements [0.86852887 0.13147113] probability [0.21169184 0.78830816] After improvements [0.83878259 0.16121741] probability [0.23540651 0.76459349] After improvements [0.89506351 0.10493649] probability [0.1875955 0.8124045] After improvements [0.82912582 0.17087418] probability [0.16952907 0.83047093] After improvements [0.84110981 0.15889019] probability [0.58940432 0.41059568] After improvements [0.91245207 0.08754793] probability [0.71482584 0.28517416] After improvements [0.94013178 0.05986822] probability [0.25031095 0.74968905] After improvements [0.87262594 0.12737406] probability [0.33581969 0.66418031] After improvements [0.9059016 0.0940984] probability [0.44115052 0.55884948] After improvements [0.88672054 0.11327946] probability [0.42340626 0.57659374] After improvements [0.91437719 0.08562281] probability [0.32421064 0.67578936] After improvements [0.84640908 0.15359092] probability [0.37072214 0.62927786] After improvements [0.85621508 0.14378492] probability [0.35079634 0.64920366] After improvements [0.91958899 0.08041101] probability [0.30250553 0.69749447] After improvements [0.9201779 0.0798221] probability [0.50170159 0.49829841] After improvements [0.93228974 0.06771026] probability [0.33369056 0.66630944] After improvements [0.90881727 0.09118273] probability [0.30999383 0.69000617] After improvements [0.8502194 0.1497806] probability [0.25107996 0.74892004] After improvements [0.85148906 0.14851094] probability [0.39749293 0.60250707] After improvements [0.90171613 0.09828387] probability [0.36755644 0.63244356] After improvements [0.91165239 0.08834761] probability [0.1555245 0.8444755] After improvements [0.80780891 0.19219109] probability [0.13833883 0.86166117] After improvements [0.85024879 0.14975121] probability [0.32089383 0.67910617] After improvements [0.83824903 0.16175097] probability [0.76204439 0.23795561] After improvements [0.94382742 0.05617258] probability [0.85719864 0.14280136] After improvements [0.95326386 0.04673614] probability [0.58156266 0.41843734] After improvements [0.94066338 0.05933662] probability [0.36468316 0.63531684] After improvements [0.92205507 0.07794493] probability [0.41453192 0.58546808] After improvements [0.87537161 0.12462839] probability [0.35479161 0.64520839] After improvements [0.9097857 0.0902143] probability [0.54337671 0.45662329] After improvements [0.92354222 0.07645778] probability [0.49042154 0.50957846] After improvements [0.91522937 0.08477063] probability [0.47754679 0.52245321] After improvements [0.93756647 0.06243353] probability [0.36394727 0.63605273] After improvements [0.86504924 0.13495076] probability [0.65363093 0.34636907] After improvements [0.95847862 0.04152138] probability [0.54401686 0.45598314] After improvements [0.92372422 0.07627578] probability [0.41136838 0.58863162] After improvements [0.87518779 0.12481221] probability [0.49518428 0.50481572] After improvements [0.90675111 0.09324889] probability [0.48660363 0.51339637] After improvements [0.92837564 0.07162436] probability [0.73404065 0.26595935] After improvements [0.94920329 0.05079671] probability [0.58323794 0.41676206] After improvements [0.93034877 0.06965123] probability [0.41976739 0.58023261] After improvements [0.92429779 0.07570221] probability [0.13587518 0.86412482] After improvements [0.84660456 0.15339544] probability [0.38837515 0.61162485] After improvements [0.89281553 0.10718447] probability [0.73491 0.26509] After improvements [0.9529732 0.0470268] probability [0.72095068 0.27904932] After improvements [0.94983074 0.05016926] probability [0.42823994 0.57176006] After improvements [0.93419551 0.06580449] probability [0.39143088 0.60856912] After improvements [0.88772135 0.11227865] probability [0.19755318 0.80244682] After improvements [0.84259245 0.15740755] probability [0.08433534 0.91566466] After improvements [0.82498086 0.17501914] probability [0.32130664 0.67869336] After improvements [0.86234846 0.13765154] probability [0.75354634 0.24645366] After improvements [0.94377231 0.05622769] probability [0.37838701 0.62161299] After improvements [0.91868274 0.08131726] probability [0.17516792 0.82483208] After improvements [0.80826219 0.19173781] probability [0.17616221 0.82383779] After improvements [0.85501218 0.14498782] probability [0.09630526 0.90369474] After improvements [0.8560389 0.1439611] probability [0.17501436 0.82498564] After improvements [0.84005229 0.15994771] probability [0.24817156 0.75182844] After improvements [0.87264381 0.12735619] probability [0.60663346 0.39336654] After improvements [0.93281067 0.06718933] probability [0.09382939 0.90617061] After improvements [0.81126428 0.18873572] probability [0.42973424 0.57026576] After improvements [0.91504983 0.08495017] probability [0.27804244 0.72195756] After improvements [0.87417995 0.12582005] probability [0.29376109 0.70623891] After improvements [0.85725094 0.14274906] probability [0.19148857 0.80851143] After improvements [0.86716346 0.13283654] probability [0.19123698 0.80876302] After improvements [0.81413128 0.18586872] probability [0.61229901 0.38770099] After improvements [0.93489997 0.06510003] probability [0.31032968 0.68967032] After improvements [0.89609216 0.10390784] probability [0.61897884 0.38102116] After improvements [0.94246248 0.05753752] probability [0.60769759 0.39230241] After improvements [0.95158111 0.04841889] probability [0.65062562 0.34937438] After improvements [0.95340082 0.04659918] probability [0.32417471 0.67582529] After improvements [0.91277574 0.08722426] probability [0.3798034 0.6201966] After improvements [0.87268347 0.12731653] probability [0.34854949 0.65145051] After improvements [0.84219281 0.15780719] probability [0.51881174 0.48118826] After improvements [0.95262421 0.04737579] probability [0.1816076 0.8183924] After improvements [0.81404358 0.18595642] probability [0.21473047 0.78526953] After improvements [0.82980468 0.17019532] probability [0.60716831 0.39283169] After improvements [0.95020829 0.04979171] probability [0.86314681 0.13685319] After improvements [0.97439693 0.02560307] probability [0.305958 0.694042] After improvements [0.89171765 0.10828235] probability [0.23220317 0.76779683] After improvements [0.84218119 0.15781881] probability [0.5276557 0.4723443] After improvements [0.93969892 0.06030108] probability [0.51437607 0.48562393] After improvements [0.88492979 0.11507021] probability [0.26219485 0.73780515] After improvements [0.82551041 0.17448959] probability [0.13454637 0.86545363] After improvements [0.86595125 0.13404875] probability [0.44130582 0.55869418] After improvements [0.8988375 0.1011625] probability [0.30999554 0.69000446] After improvements [0.81504842 0.18495158] probability [0.04552814 0.95447186] After improvements [0.86205372 0.13794628] probability [0.2169996 0.7830004] After improvements [0.83924194 0.16075806] probability [0.42004695 0.57995305] After improvements [0.86584336 0.13415664] probability [0.32537761 0.67462239] After improvements [0.84961943 0.15038057] probability [0.37983732 0.62016268] After improvements [0.88858493 0.11141507] probability [0.34223108 0.65776892] After improvements [0.90985494 0.09014506] probability [0.43564866 0.56435134] After improvements [0.89329789 0.10670211] probability [0.38694274 0.61305726] After improvements [0.88454159 0.11545841] probability [0.05379674 0.94620326] After improvements [0.80029663 0.19970337] probability [0.25035124 0.74964876] After improvements [0.85768409 0.14231591] probability [0.196311 0.803689] After improvements [0.82413412 0.17586588] probability [0.42869702 0.57130298] After improvements [0.8273186 0.1726814] probability [0.42146414 0.57853586] After improvements [0.92944426 0.07055574] probability [0.22470113 0.77529887] After improvements [0.81391303 0.18608697] probability [0.3929128 0.6070872] After improvements [0.91994566 0.08005434] probability [0.26371954 0.73628046] After improvements [0.8604811 0.1395189] probability [0.1918762 0.8081238] After improvements [0.8628388 0.1371612] probability [0.29393748 0.70606252] After improvements [0.86054764 0.13945236] probability [0.39491004 0.60508996] After improvements [0.89018932 0.10981068] probability [0.43287301 0.56712699] After improvements [0.90605004 0.09394996] probability [0.51157892 0.48842108] After improvements [0.91670524 0.08329476] probability [0.66656136 0.33343864] After improvements [0.95189493 0.04810507] probability [0.24553484 0.75446516] After improvements [0.87760993 0.12239007] probability [0.37877624 0.62122376] After improvements [0.88603853 0.11396147] probability [0.37908528 0.62091472] After improvements [0.91901244 0.08098756] probability [0.59206237 0.40793763] After improvements [0.95154099 0.04845901] probability [0.3756368 0.6243632] After improvements [0.91780074 0.08219926] probability [0.68510707 0.31489293] After improvements [0.96375124 0.03624876] probability [0.61128421 0.38871579] After improvements [0.92249809 0.07750191] probability [0.18594044 0.81405956] After improvements [0.8678943 0.1321057] probability [0.54811268 0.45188732] After improvements [0.9560074 0.0439926] probability [0.92248782 0.07751218] After improvements [0.98177777 0.01822223] probability [0.57670395 0.42329605] After improvements [0.90895621 0.09104379] probability [0.30279741 0.69720259] After improvements [0.86325589 0.13674411] probability [0.36968975 0.63031025] After improvements [0.92526572 0.07473428] probability [0.61841595 0.38158405] After improvements [0.91355979 0.08644021] probability [0.45396438 0.54603562] After improvements [0.92553939 0.07446061] probability [0.58824602 0.41175398] After improvements [0.91039135 0.08960865] probability [0.14725722 0.85274278] After improvements [0.82411505 0.17588495] probability [0.45033191 0.54966809] After improvements [0.89620104 0.10379896] probability [0.48988369 0.51011631] After improvements [0.90218422 0.09781578] probability [0.16365691 0.83634309] After improvements [0.88197276 0.11802724] probability [0.12936799 0.87063201] After improvements [0.81568697 0.18431303] probability [0.64488117 0.35511883] After improvements [0.93451385 0.06548615] probability [0.5617732 0.4382268] After improvements [0.96002837 0.03997163] probability [0.21625625 0.78374375] After improvements [0.84409001 0.15590999] probability [0.16525959 0.83474041] After improvements [0.86909653 0.13090347] probability [0.2237797 0.7762203] After improvements [0.85124738 0.14875262] probability [0.20564491 0.79435509] After improvements [0.84215064 0.15784936] probability [0.502291 0.497709] After improvements [0.87326554 0.12673446] probability [0.29586389 0.70413611] After improvements [0.83627948 0.16372052] probability [0.23943254 0.76056746] After improvements [0.86313163 0.13686837] probability [0.30995233 0.69004767] After improvements [0.84888488 0.15111512] probability [0.54995235 0.45004765] After improvements [0.89858188 0.10141812] probability [0.17219555 0.82780445] After improvements [0.85562228 0.14437772] probability [0.35903707 0.64096293] After improvements [0.87619979 0.12380021] probability [0.50830915 0.49169085] After improvements [0.92154278 0.07845722] probability [0.53962925 0.46037075] After improvements [0.89641942 0.10358058] probability [0.14713685 0.85286315] After improvements [0.85858959 0.14141041] probability [0.18700013 0.81299987] After improvements [0.80656583 0.19343417] probability [0.36373769 0.63626231] After improvements [0.88234204 0.11765796] probability [0.2022386 0.7977614] After improvements [0.82975398 0.17024602] probability [0.45043346 0.54956654] After improvements [0.92640824 0.07359176] probability [0.45914962 0.54085038] After improvements [0.89946299 0.10053701] probability [0.28282658 0.71717342] After improvements [0.87503279 0.12496721] probability [0.46553089 0.53446911] After improvements [0.8946654 0.1053346] probability [0.55073987 0.44926013] After improvements [0.868444 0.131556] probability [0.57894529 0.42105471] After improvements [0.94885219 0.05114781] probability [0.60698258 0.39301742] After improvements [0.9479078 0.0520922] probability [0.41589146 0.58410854] After improvements [0.91189129 0.08810871] probability [0.47305265 0.52694735] After improvements [0.89495928 0.10504072] probability [0.22163651 0.77836349] After improvements [0.84083651 0.15916349] probability [0.11245993 0.88754007] After improvements [0.86724117 0.13275883] probability [0.68579956 0.31420044] After improvements [0.91437576 0.08562424] probability [0.35495035 0.64504965] After improvements [0.85861082 0.14138918] probability [0.266176 0.733824] After improvements [0.88892709 0.11107291] probability [0.24990407 0.75009593] After improvements [0.87042935 0.12957065] probability [0.56377899 0.43622101] After improvements [0.89557461 0.10442539] probability [0.67165423 0.32834577] After improvements [0.96031895 0.03968105] probability [0.7748178 0.2251822] After improvements [0.95764516 0.04235484] probability [0.4387182 0.5612818] After improvements [0.89777931 0.10222069] probability [0.34766539 0.65233461] After improvements [0.90871149 0.09128851] probability [0.45611361 0.54388639] After improvements [0.93338094 0.06661906] probability [0.24994282 0.75005718] After improvements [0.85705515 0.14294485] probability [0.54056856 0.45943144] After improvements [0.91684766 0.08315234] probability [0.76692326 0.23307674] After improvements [0.96139814 0.03860186] probability [0.37231229 0.62768771] After improvements [0.88092503 0.11907497] probability [0.28164343 0.71835657] After improvements [0.82761383 0.17238617] probability [0.31683972 0.68316028] After improvements [0.91087973 0.08912027] probability [0.46686619 0.53313381] After improvements [0.88841444 0.11158556] probability [0.16687911 0.83312089] After improvements [0.8613521 0.1386479] probability [0.58606643 0.41393357] After improvements [0.93066048 0.06933952] probability [0.56739394 0.43260606] After improvements [0.94141031 0.05858969] probability [0.59559693 0.40440307] After improvements [0.9529732 0.0470268] probability [0.13933875 0.86066125] After improvements [0.82509042 0.17490958] probability [0.34009386 0.65990614] After improvements [0.91169145 0.08830855] probability [0.22742461 0.77257539] After improvements [0.898003 0.101997] probability [0.66705633 0.33294367] After improvements [0.95485418 0.04514582] probability [0.66146446 0.33853554] After improvements [0.95716126 0.04283874] probability [0.3213526 0.6786474] After improvements [0.85883786 0.14116214] probability [0.47062049 0.52937951] After improvements [0.86778961 0.13221039] probability [0.11593653 0.88406347] After improvements [0.82360551 0.17639449] probability [0.38514748 0.61485252] After improvements [0.8262011 0.1737989] probability [0.20844039 0.79155961] After improvements [0.84500854 0.15499146] probability [0.46290164 0.53709836] After improvements [0.93348941 0.06651059] probability [0.42875628 0.57124372] After improvements [0.88858312 0.11141688] probability [0.78067336 0.21932664] After improvements [0.96137762 0.03862238] probability [0.19443424 0.80556576] After improvements [0.8273186 0.1726814] probability [0.51062286 0.48937714] After improvements [0.91646022 0.08353978] probability [0.10587889 0.89412111] After improvements [0.87294947 0.12705053] probability [0.51331752 0.48668248] After improvements [0.94754729 0.05245271] probability [0.12926367 0.87073633] After improvements [0.83887045 0.16112955] probability [0.45674499 0.54325501] After improvements [0.91813591 0.08186409] probability [0.20302859 0.79697141] After improvements [0.82024813 0.17975187] probability [0.41088208 0.58911792] After improvements [0.87133304 0.12866696] probability [0.3373317 0.6626683] After improvements [0.85307926 0.14692074] probability [0.34918868 0.65081132] After improvements [0.90320412 0.09679588] probability [0.31715514 0.68284486] After improvements [0.89650216 0.10349784] probability [0.49233532 0.50766468] After improvements [0.8678303 0.1321697] probability [0.60722778 0.39277222] After improvements [0.91662711 0.08337289] probability [0.21039319 0.78960681] After improvements [0.83534767 0.16465233] probability [0.83922533 0.16077467] After improvements [0.96533792 0.03466208] probability [0.38841483 0.61158517] After improvements [0.92829779 0.07170221] probability [0.63948975 0.36051025] After improvements [0.9560074 0.0439926] probability [0.26167832 0.73832168] After improvements [0.85941928 0.14058072] probability [0.47263873 0.52736127] After improvements [0.89555874 0.10444126] probability [0.39540141 0.60459859] After improvements [0.84312237 0.15687763] probability [0.44458135 0.55541865] After improvements [0.91718117 0.08281883] probability [0.41557795 0.58442205] After improvements [0.87734464 0.12265536] probability [0.79419712 0.20580288] After improvements [0.97620174 0.02379826] probability [0.42482882 0.57517118] After improvements [0.93505684 0.06494316] probability [0.16384848 0.83615152] After improvements [0.88046642 0.11953358] probability [0.32033507 0.67966493] After improvements [0.87080579 0.12919421] probability [0.31614513 0.68385487] After improvements [0.92526229 0.07473771] probability [0.33688757 0.66311243] After improvements [0.91752088 0.08247912] probability [0.46749068 0.53250932] After improvements [0.94355287 0.05644713] probability [0.22692329 0.77307671] After improvements [0.85146915 0.14853085] probability [0.15068301 0.84931699] After improvements [0.84457521 0.15542479] probability [0.27716688 0.72283312] After improvements [0.88024529 0.11975471] probability [0.44004465 0.55995535] After improvements [0.89644253 0.10355747] probability [0.47695889 0.52304111] After improvements [0.87149124 0.12850876] probability [0.21666205 0.78333795] After improvements [0.89550879 0.10449121] probability [0.61779978 0.38220022] After improvements [0.89559057 0.10440943] probability [0.74159176 0.25840824] After improvements [0.95295452 0.04704548] probability [0.55415214 0.44584786] After improvements [0.95671289 0.04328711] probability [0.48981704 0.51018296] After improvements [0.93710636 0.06289364] probability [0.78707063 0.21292937] After improvements [0.96439643 0.03560357] probability [0.45915545 0.54084455] After improvements [0.88932999 0.11067001] probability [0.25128105 0.74871895] After improvements [0.86494533 0.13505467] probability [0.65620701 0.34379299] After improvements [0.93656963 0.06343037] probability [0.49191939 0.50808061] After improvements [0.86376262 0.13623738] probability [0.30476991 0.69523009] After improvements [0.8977669 0.1022331] probability [0.8579114 0.1420886] After improvements [0.97371814 0.02628186] probability [0.28283788 0.71716212] After improvements [0.83431712 0.16568288] probability [0.14833379 0.85166621] After improvements [0.86662982 0.13337018] probability [0.4993151 0.5006849] After improvements [0.898517 0.101483] probability [0.62401271 0.37598729] After improvements [0.95454794 0.04545206] probability [0.41881219 0.58118781] After improvements [0.9244062 0.0755938] probability [0.43983817 0.56016183] After improvements [0.84748895 0.15251105] probability [0.13758227 0.86241773] After improvements [0.82304827 0.17695173] probability [0.51396496 0.48603504] After improvements [0.938151 0.061849] probability [0.20061807 0.79938193] After improvements [0.81603662 0.18396338] probability [0.33527855 0.66472145] After improvements [0.89946299 0.10053701] probability [0.32163899 0.67836101] After improvements [0.89396877 0.10603123] probability [0.57306158 0.42693842] After improvements [0.91039135 0.08960865] probability [0.46415289 0.53584711] After improvements [0.91162202 0.08837798] probability [0.37269401 0.62730599] After improvements [0.89040872 0.10959128] probability [0.25083339 0.74916661] After improvements [0.86618596 0.13381404] probability [0.43864585 0.56135415] After improvements [0.89722506 0.10277494] probability [0.32338689 0.67661311] After improvements [0.82415121 0.17584879] probability [0.50463714 0.49536286] After improvements [0.93302725 0.06697275] probability [0.18130386 0.81869614] After improvements [0.83513247 0.16486753] probability [0.5125276 0.4874724] After improvements [0.95408914 0.04591086] probability [0.30386335 0.69613665] After improvements [0.86739787 0.13260213] probability [0.18490932 0.81509068] After improvements [0.87035295 0.12964705] probability [0.38150907 0.61849093] After improvements [0.91761001 0.08238999] probability [0.60923677 0.39076323] After improvements [0.9643249 0.0356751] probability [0.35374127 0.64625873] After improvements [0.85116964 0.14883036] probability [0.44412474 0.55587526] After improvements [0.93831995 0.06168005] probability [0.54967111 0.45032889] After improvements [0.89130612 0.10869388] probability [0.09728581 0.90271419] After improvements [0.86809791 0.13190209] probability [0.36091308 0.63908692] After improvements [0.90953381 0.09046619] probability [0.42645979 0.57354021] After improvements [0.88241612 0.11758388] probability [0.42388689 0.57611311] After improvements [0.91837545 0.08162455] probability [0.46783815 0.53216185] After improvements [0.92657879 0.07342121] probability [0.66178128 0.33821872] After improvements [0.92191627 0.07808373] probability [0.19737835 0.80262165] After improvements [0.8531294 0.1468706] probability [0.16769762 0.83230238] After improvements [0.84748382 0.15251618] probability [0.87110985 0.12889015] After improvements [0.9732581 0.0267419] probability [0.24413943 0.75586057] After improvements [0.86183077 0.13816923] probability [0.3460461 0.6539539] After improvements [0.91307145 0.08692855] probability [0.19913412 0.80086588] After improvements [0.8755136 0.1244864] probability [0.5676881 0.4323119] After improvements [0.91542426 0.08457574] probability [0.32478428 0.67521572] After improvements [0.89336407 0.10663593] probability [0.48053036 0.51946964] After improvements [0.91210612 0.08789388] probability [0.21515687 0.78484313] After improvements [0.82290345 0.17709655] probability [0.32445037 0.67554963] After improvements [0.85077074 0.14922926] probability [0.6069647 0.3930353] After improvements [0.94972536 0.05027464] probability [0.21340627 0.78659373] After improvements [0.84098323 0.15901677] probability [0.27113662 0.72886338] After improvements [0.87532468 0.12467532] probability [0.27490434 0.72509566] After improvements [0.87357959 0.12642041] probability [0.26272359 0.73727641] After improvements [0.87060641 0.12939359] probability [0.39783627 0.60216373] After improvements [0.88901219 0.11098781] probability [0.3712198 0.6287802] After improvements [0.89908747 0.10091253] probability [0.32829267 0.67170733] After improvements [0.90242412 0.09757588] probability [0.49503005 0.50496995] After improvements [0.92529673 0.07470327] probability [0.31836736 0.68163264] After improvements [0.90813153 0.09186847] probability [0.55056483 0.44943517] After improvements [0.96276798 0.03723202] probability [0.4097449 0.5902551] After improvements [0.90124769 0.09875231] probability [0.83553296 0.16446704] After improvements [0.95586531 0.04413469] probability [0.57201982 0.42798018] After improvements [0.93095376 0.06904624] probability [0.28770491 0.71229509] After improvements [0.898453 0.101547] probability [0.42083171 0.57916829] After improvements [0.89612082 0.10387918] probability [0.66212513 0.33787487] After improvements [0.91210612 0.08789388] probability [0.62107523 0.37892477] After improvements [0.95856056 0.04143944] probability [0.5214386 0.4785614] After improvements [0.93237588 0.06762412] probability [0.23104646 0.76895354] After improvements [0.83998877 0.16001123] probability [0.51561298 0.48438702] After improvements [0.92390589 0.07609411] probability [0.29997409 0.70002591] After improvements [0.88021134 0.11978866] probability [0.32122202 0.67877798] After improvements [0.89453666 0.10546334] probability [0.11048838 0.88951162] After improvements [0.80586139 0.19413861] probability [0.11857777 0.88142223] After improvements [0.84402014 0.15597986] probability [0.5006835 0.4993165] After improvements [0.88021134 0.11978866] probability [0.32069907 0.67930093] After improvements [0.83836341 0.16163659] probability [0.27209537 0.72790463] After improvements [0.86427052 0.13572948] probability [0.73030861 0.26969139] After improvements [0.90525982 0.09474018] probability [0.6222549 0.3777451] After improvements [0.94281344 0.05718656] probability [0.29311215 0.70688785] After improvements [0.88057329 0.11942671] probability [0.44018097 0.55981903] After improvements [0.93515038 0.06484962] probability [0.62762045 0.37237955] After improvements [0.94670074 0.05329926] probability [0.36543623 0.63456377] After improvements [0.90870997 0.09129003] probability [0.27682982 0.72317018] After improvements [0.88541235 0.11458765] probability [0.22302904 0.77697096] After improvements [0.84255217 0.15744783] probability [0.23453764 0.76546236] After improvements [0.82796727 0.17203273] probability [0.28033482 0.71966518] After improvements [0.87654001 0.12345999] probability [0.51084302 0.48915698] After improvements [0.89393415 0.10606585] probability [0.57462005 0.42537995] After improvements [0.91116207 0.08883793] probability [0.54929204 0.45070796] After improvements [0.92542173 0.07457827] probability [0.21932642 0.78067358] After improvements [0.81819199 0.18180801] probability [0.20278449 0.79721551] After improvements [0.81087983 0.18912017] probability [0.27387303 0.72612697] After improvements [0.8640501 0.1359499] probability [0.20721513 0.79278487] After improvements [0.82364892 0.17635108] probability [0.22319782 0.77680218] After improvements [0.84794214 0.15205786] probability [0.26590244 0.73409756] After improvements [0.87887592 0.12112408] probability [0.4269361 0.5730639] After improvements [0.91901244 0.08098756] probability [0.4223021 0.5776979] After improvements [0.88510712 0.11489288] probability [0.29457566 0.70542434] After improvements [0.89681166 0.10318834] probability [0.41133593 0.58866407] After improvements [0.89828846 0.10171154] probability [0.22449493 0.77550507] After improvements [0.85644058 0.14355942] probability [0.23517268 0.76482732] After improvements [0.86316522 0.13683478] probability [0.38697346 0.61302654] After improvements [0.9243714 0.0756286] probability [0.21361413 0.78638587] After improvements [0.85349834 0.14650166] probability [0.38384188 0.61615812] After improvements [0.88399601 0.11600399] probability [0.46874734 0.53125266] After improvements [0.87579112 0.12420888] probability [0.37774161 0.62225839] After improvements [0.90649608 0.09350392] probability [0.52778882 0.47221118] After improvements [0.94072005 0.05927995] probability [0.45080773 0.54919227] After improvements [0.9165262 0.0834738] probability [0.31369695 0.68630305] After improvements [0.89056974 0.10943026] probability [0.54490068 0.45509932] After improvements [0.93174342 0.06825658] probability [0.54417985 0.45582015] After improvements [0.90059712 0.09940288] probability [0.16156329 0.83843671] After improvements [0.86452449 0.13547551] probability [0.37410224 0.62589776] After improvements [0.90445069 0.09554931] probability [0.66152298 0.33847702] After improvements [0.93559803 0.06440197] probability [0.65350471 0.34649529] After improvements [0.91646022 0.08353978] probability [0.2576075 0.7423925] After improvements [0.86857901 0.13142099] probability [0.60843634 0.39156366] After improvements [0.93415651 0.06584349] probability [0.29372099 0.70627901] After improvements [0.88408376 0.11591624] probability [0.67200633 0.32799367] After improvements [0.92772176 0.07227824] probability [0.4486334 0.5513666] After improvements [0.94031519 0.05968481] probability [0.50140556 0.49859444] After improvements [0.92227822 0.07772178] probability [0.09734389 0.90265611] After improvements [0.85383642 0.14616358] probability [0.27090388 0.72909612] After improvements [0.89486271 0.10513729] probability [0.39516552 0.60483448] After improvements [0.9141077 0.0858923] probability [0.14826884 0.85173116] After improvements [0.86722446 0.13277554] probability [0.23194391 0.76805609] After improvements [0.90619048 0.09380952] probability [0.16919324 0.83080676] After improvements [0.86034591 0.13965409] probability [0.16624747 0.83375253] After improvements [0.86851331 0.13148669] probability [0.35410418 0.64589582] After improvements [0.9079547 0.0920453] probability [0.25185293 0.74814707] After improvements [0.85150894 0.14849106] probability [0.14123326 0.85876674] After improvements [0.87178338 0.12821662] probability [0.37361932 0.62638068] After improvements [0.89138784 0.10861216] probability [0.26438011 0.73561989] After improvements [0.86148791 0.13851209] probability [0.42055097 0.57944903] After improvements [0.91242414 0.08757586] probability [0.47372465 0.52627535] After improvements [0.86942804 0.13057196] probability [0.60517476 0.39482524] After improvements [0.94715979 0.05284021] probability [0.56015658 0.43984342] After improvements [0.94476195 0.05523805] probability [0.57184768 0.42815232] After improvements [0.94285875 0.05714125] probability [0.6121181 0.3878819] After improvements [0.93810532 0.06189468] probability [0.69198483 0.30801517] After improvements [0.96276798 0.03723202] probability [0.51249659 0.48750341] After improvements [0.91901381 0.08098619] probability [0.27739736 0.72260264] After improvements [0.81232534 0.18767466] probability [0.75949526 0.24050474] After improvements [0.95264691 0.04735309] probability [0.4795708 0.5204292] After improvements [0.89338567 0.10661433] probability [0.58417606 0.41582394] After improvements [0.95380861 0.04619139] probability [0.39977141 0.60022859] After improvements [0.83582797 0.16417203] probability [0.30592728 0.69407272] After improvements [0.88991123 0.11008877] probability [0.73379023 0.26620977] After improvements [0.94217995 0.05782005] probability [0.18868478 0.81131522] After improvements [0.8612101 0.1387899] probability [0.15941688 0.84058312] After improvements [0.86016208 0.13983792] probability [0.60117236 0.39882764] After improvements [0.93768799 0.06231201] probability [0.66559973 0.33440027] After improvements [0.94440026 0.05559974] probability [0.75101214 0.24898786] After improvements [0.95708699 0.04291301] probability [0.6691881 0.3308119] After improvements [0.92544298 0.07455702] probability [0.45767034 0.54232966] After improvements [0.94141161 0.05858839] probability [0.14902345 0.85097655] After improvements [0.85628263 0.14371737] probability [0.23958202 0.76041798] After improvements [0.86654213 0.13345787] probability [0.47501708 0.52498292] After improvements [0.91711953 0.08288047] probability [0.31877792 0.68122208] After improvements [0.90449408 0.09550592] probability [0.51038291 0.48961709] After improvements [0.94737466 0.05262534] probability [0.33068461 0.66931539] After improvements [0.91884316 0.08115684] probability [0.39174626 0.60825374] After improvements [0.87059584 0.12940416] probability [0.2006566 0.7993434] After improvements [0.82794293 0.17205707] probability [0.35742678 0.64257322] After improvements [0.85185683 0.14814317] probability [0.17676857 0.82323143] After improvements [0.86077023 0.13922977] probability [0.20386722 0.79613278] After improvements [0.88430717 0.11569283] probability [0.28002987 0.71997013] After improvements [0.88974398 0.11025602] probability [0.158432 0.841568] After improvements [0.83937906 0.16062094] probability [0.08918268 0.91081732] After improvements [0.85913554 0.14086446] probability [0.24625666 0.75374334] After improvements [0.86300355 0.13699645] probability [0.57077673 0.42922327] After improvements [0.90798212 0.09201788] probability [0.09259273 0.90740727] After improvements [0.86298802 0.13701198] probability [0.1281705 0.8718295] After improvements [0.84366112 0.15633888] probability [0.46733531 0.53266469] After improvements [0.86688954 0.13311046] probability [0.45012868 0.54987132] After improvements [0.92944306 0.07055694] probability [0.77516369 0.22483631] After improvements [0.9763239 0.0236761] probability [0.48533249 0.51466751] After improvements [0.89556046 0.10443954] probability [0.17419504 0.82580496] After improvements [0.87117637 0.12882363] probability [0.19138243 0.80861757] After improvements [0.8216097 0.1783903] probability [0.53449563 0.46550437] After improvements [0.95466435 0.04533565] probability [0.13041752 0.86958248] After improvements [0.85889603 0.14110397] probability [0.27085995 0.72914005] After improvements [0.8081744 0.1918256] probability [0.49735288 0.50264712] After improvements [0.94992183 0.05007817] probability [0.60537776 0.39462224] After improvements [0.91975707 0.08024293] probability [0.39134617 0.60865383] After improvements [0.88926151 0.11073849] probability [0.28611029 0.71388971] After improvements [0.82865764 0.17134236] probability [0.30112744 0.69887256] After improvements [0.89473629 0.10526371] probability [0.48425075 0.51574925] After improvements [0.94341039 0.05658961] probability [0.2669122 0.7330878] After improvements [0.87942485 0.12057515] probability [0.41924515 0.58075485] After improvements [0.91060417 0.08939583] probability [0.20546057 0.79453943] After improvements [0.80039309 0.19960691] probability [0.36580055 0.63419945] After improvements [0.9079547 0.0920453] probability [0.32675774 0.67324226] After improvements [0.90776732 0.09223268] probability [0.46883814 0.53116186] After improvements [0.86502123 0.13497877] probability [0.18991761 0.81008239] After improvements [0.85847028 0.14152972] probability [0.6124359 0.3875641] After improvements [0.92613142 0.07386858] probability [0.51407669 0.48592331] After improvements [0.89486271 0.10513729] probability [0.38858957 0.61141043] After improvements [0.90107402 0.09892598] probability [0.25979803 0.74020197] After improvements [0.86739577 0.13260423] probability [0.21008862 0.78991138] After improvements [0.81594411 0.18405589] probability [0.27997261 0.72002739] After improvements [0.83234917 0.16765083] probability [0.30493497 0.69506503] After improvements [0.88780704 0.11219296] probability [0.48324062 0.51675938] After improvements [0.86135161 0.13864839] probability [0.2933803 0.7066197] After improvements [0.89782548 0.10217452] probability [0.44997385 0.55002615] After improvements [0.86133284 0.13866716] probability [0.55190557 0.44809443] After improvements [0.90335476 0.09664524] probability [0.48610968 0.51389032] After improvements [0.92542173 0.07457827] probability [0.56373481 0.43626519] After improvements [0.91901381 0.08098619] probability [0.72685461 0.27314539] After improvements [0.94340941 0.05659059] probability [0.3687083 0.6312917] After improvements [0.82162164 0.17837836] probability [0.68427407 0.31572593] After improvements [0.93761692 0.06238308] probability [0.24090441 0.75909559] After improvements [0.84962102 0.15037898] probability [0.30222547 0.69777453] After improvements [0.89672242 0.10327758] probability [0.11945138 0.88054862] After improvements [0.83703312 0.16296688] probability [0.31099466 0.68900534] After improvements [0.89644423 0.10355577] probability [0.31582315 0.68417685] After improvements [0.8845713 0.1154287] probability [0.1905126 0.8094874] After improvements [0.81688001 0.18311999] probability [0.25919112 0.74080888] After improvements [0.84558023 0.15441977] probability [0.22981244 0.77018756] After improvements [0.84669962 0.15330038] probability [0.45089097 0.54910903] After improvements [0.88974039 0.11025961] probability [0.22921274 0.77078726] After improvements [0.84449902 0.15550098] probability [0.25903002 0.74096998] After improvements [0.89813293 0.10186707] probability [0.55150705 0.44849295] After improvements [0.94013178 0.05986822] probability [0.36344576 0.63655424] After improvements [0.85433488 0.14566512] probability [0.37343581 0.62656419] After improvements [0.91162202 0.08837798] probability [0.52161196 0.47838804] After improvements [0.91231423 0.08768577] probability [0.56175702 0.43824298] After improvements [0.92203475 0.07796525] probability [0.49280432 0.50719568] After improvements [0.88323178 0.11676822] probability [0.35745478 0.64254522] After improvements [0.86903734 0.13096266] probability [0.36914383 0.63085617] After improvements [0.85795464 0.14204536] probability [0.60488837 0.39511163] After improvements [0.94754729 0.05245271] probability [0.33043269 0.66956731] After improvements [0.84387503 0.15612497] probability [0.55450112 0.44549888] After improvements [0.89695269 0.10304731] probability [0.36021252 0.63978748] After improvements [0.89537921 0.10462079] probability [0.28357845 0.71642155] After improvements [0.86166418 0.13833582] probability [0.75274867 0.24725133] After improvements [0.94200658 0.05799342] probability [0.2383832 0.7616168] After improvements [0.85314741 0.14685259] probability [0.39941615 0.60058385] After improvements [0.90538582 0.09461418] probability [0.45981986 0.54018014] After improvements [0.93326693 0.06673307] probability [0.13500956 0.86499044] After improvements [0.84326326 0.15673674] probability [0.22383667 0.77616333] After improvements [0.82112638 0.17887362] probability [0.41290777 0.58709223] After improvements [0.88982494 0.11017506] probability [0.33026351 0.66973649] After improvements [0.84905053 0.15094947] probability [0.32114754 0.67885246] After improvements [0.90007568 0.09992432] probability [0.08145205 0.91854795] After improvements [0.83397436 0.16602564] probability [0.22279105 0.77720895] After improvements [0.84364531 0.15635469] probability [0.19089462 0.80910538] After improvements [0.82314287 0.17685713] probability [0.11149729 0.88850271] After improvements [0.88774566 0.11225434] probability [0.33641783 0.66358217] After improvements [0.84323325 0.15676675] probability [0.52945712 0.47054288] After improvements [0.8872452 0.1127548] probability [0.59446363 0.40553637] After improvements [0.92186898 0.07813102] probability [0.36051281 0.63948719] After improvements [0.88057136 0.11942864] probability [0.55587718 0.44412282] After improvements [0.92867898 0.07132102] probability [0.72721377 0.27278623] After improvements [0.94350595 0.05649405] probability [0.28348658 0.71651342] After improvements [0.81517223 0.18482777] probability [0.3717319 0.6282681] After improvements [0.81158566 0.18841434] probability [0.46072947 0.53927053] After improvements [0.91173343 0.08826657] probability [0.31711881 0.68288119] After improvements [0.89293124 0.10706876] probability [0.61504324 0.38495676] After improvements [0.94880159 0.05119841] probability [0.41121263 0.58878737] After improvements [0.90665058 0.09334942] probability [0.40265667 0.59734333] After improvements [0.86884167 0.13115833] probability [0.60266873 0.39733127] After improvements [0.94214937 0.05785063] probability [0.43826612 0.56173388] After improvements [0.93318837 0.06681163] probability [0.30476686 0.69523314] After improvements [0.88937411 0.11062589] probability [0.37662906 0.62337094] After improvements [0.86942596 0.13057404] probability [0.18179165 0.81820835] After improvements [0.86856367 0.13143633] probability [0.1139966 0.8860034] After improvements [0.87566146 0.12433854] probability [0.44677172 0.55322828] After improvements [0.87512904 0.12487096] probability [0.60726682 0.39273318] After improvements [0.919461 0.080539] probability [0.33190008 0.66809992] After improvements [0.90928757 0.09071243] probability [0.10626527 0.89373473] After improvements [0.80787162 0.19212838] probability [0.49867389 0.50132611] After improvements [0.92466731 0.07533269] probability [0.31034563 0.68965437] After improvements [0.86217506 0.13782494] probability [0.59815131 0.40184869] After improvements [0.9134548 0.0865452] probability [0.63081093 0.36918907] After improvements [0.93976162 0.06023838] probability [0.38118897 0.61881103] After improvements [0.92026307 0.07973693] probability [0.46714124 0.53285876] After improvements [0.9227076 0.0772924] probability [0.26658863 0.73341137] After improvements [0.86114215 0.13885785] probability [0.26948081 0.73051919] After improvements [0.90445123 0.09554877] probability [0.56976839 0.43023161] After improvements [0.94079716 0.05920284] probability [0.20966299 0.79033701] After improvements [0.8784517 0.1215483] probability [0.07607204 0.92392796] After improvements [0.83834978 0.16165022] probability [0.14050852 0.85949148] After improvements [0.85801337 0.14198663] probability [0.46747147 0.53252853] After improvements [0.94378288 0.05621712] probability [0.20029853 0.79970147] After improvements [0.81113848 0.18886152] probability [0.32216346 0.67783654] After improvements [0.82879667 0.17120333] probability [0.37634253 0.62365747] After improvements [0.86923216 0.13076784] probability [0.31034989 0.68965011] After improvements [0.8594264 0.1405736] probability [0.54080841 0.45919159] After improvements [0.91162349 0.08837651] probability [0.21404015 0.78595985] After improvements [0.84203359 0.15796641] probability [0.65452899 0.34547101] After improvements [0.93281182 0.06718818] probability [0.15231505 0.84768495] After improvements [0.82760211 0.17239789] probability [0.60810378 0.39189622] After improvements [0.92317566 0.07682434] probability [0.37031918 0.62968082] After improvements [0.90222118 0.09777882] probability [0.33888856 0.66111144] After improvements [0.90865233 0.09134767] probability [0.16598403 0.83401597] After improvements [0.88496725 0.11503275] probability [0.5367146 0.4632854] After improvements [0.8943829 0.1056171] probability [0.43871692 0.56128308] After improvements [0.93057033 0.06942967] probability [0.38230989 0.61769011] After improvements [0.91659354 0.08340646] probability [0.03437925 0.96562075] After improvements [0.83932228 0.16067772] probability [0.07929686 0.92070314] After improvements [0.83499621 0.16500379] probability [0.19058054 0.80941946] After improvements [0.87868564 0.12131436] probability [0.8511235 0.1488765] After improvements [0.97481528 0.02518472] probability [0.1866853 0.8133147] After improvements [0.87363234 0.12636766] probability [0.6379839 0.3620161] After improvements [0.92211488 0.07788512] probability [0.30818048 0.69181952] After improvements [0.89839827 0.10160173] probability [0.17128398 0.82871602] After improvements [0.86166855 0.13833145] probability [0.56862695 0.43137305] After improvements [0.9154502 0.0845498] probability [0.55627154 0.44372846] After improvements [0.94061626 0.05938374] probability [0.1651944 0.8348056] After improvements [0.80309384 0.19690616] probability [0.49502393 0.50497607] After improvements [0.93176623 0.06823377] probability [0.39950081 0.60049919] After improvements [0.87992739 0.12007261] probability [0.15574839 0.84425161] After improvements [0.85535936 0.14464064] probability [0.48535307 0.51464693] After improvements [0.90171776 0.09828224] probability [0.17509138 0.82490862] After improvements [0.86347393 0.13652607] probability [0.21107586 0.78892414] After improvements [0.84647857 0.15352143] probability [0.61892902 0.38107098] After improvements [0.93859839 0.06140161] probability [0.26874725 0.73125275] After improvements [0.80685095 0.19314905] probability [0.31655817 0.68344183] After improvements [0.91032099 0.08967901] probability [0.12909053 0.87090947] After improvements [0.81884215 0.18115785] probability [0.06640731 0.93359269] After improvements [0.88384368 0.11615632] probability [0.19485662 0.80514338] After improvements [0.81095677 0.18904323] probability [0.37454195 0.62545805] After improvements [0.90519323 0.09480677] probability [0.17822453 0.82177547] After improvements [0.85783068 0.14216932] probability [0.14651896 0.85348104] After improvements [0.82715525 0.17284475] probability [0.49057956 0.50942044] After improvements [0.94830804 0.05169196] probability [0.60479455 0.39520545] After improvements [0.91762169 0.08237831] probability [0.36363453 0.63636547] After improvements [0.86206194 0.13793806] probability [0.20263019 0.79736981] After improvements [0.81092983 0.18907017] probability [0.40797686 0.59202314] After improvements [0.93207244 0.06792756] probability [0.26218979 0.73781021] After improvements [0.88519361 0.11480639] probability [0.42085307 0.57914693] After improvements [0.89033352 0.10966648] probability [0.40212942 0.59787058] After improvements [0.87460469 0.12539531] probability [0.3187595 0.6812405] After improvements [0.89430328 0.10569672] probability [0.48075931 0.51924069] After improvements [0.90776477 0.09223523] probability [0.47231802 0.52768198] After improvements [0.94440026 0.05559974] probability [0.2137708 0.7862292] After improvements [0.89096543 0.10903457] probability [0.13954767 0.86045233] After improvements [0.81465532 0.18534468] probability [0.83526256 0.16473744] After improvements [0.9694502 0.0305498] probability [0.16691324 0.83308676] After improvements [0.80065372 0.19934628] probability [0.05542892 0.94457108] After improvements [0.86127535 0.13872465] probability [0.33288578 0.66711422] After improvements [0.84403446 0.15596554] probability [0.38275643 0.61724357] After improvements [0.92092614 0.07907386] probability [0.30063964 0.69936036] After improvements [0.89534733 0.10465267] probability [0.64428407 0.35571593] After improvements [0.91073099 0.08926901] probability [0.601394 0.398606] After improvements [0.94508269 0.05491731] probability [0.31045779 0.68954221] After improvements [0.92063334 0.07936666] probability [0.83402921 0.16597079] After improvements [0.97426899 0.02573101] probability [0.13404844 0.86595156] After improvements [0.8643547 0.1356453] probability [0.12014181 0.87985819] After improvements [0.82045327 0.17954673] probability [0.5108235 0.4891765] After improvements [0.93359639 0.06640361] probability [0.22512992 0.77487008] After improvements [0.8863286 0.1136714] probability [0.53639926 0.46360074] After improvements [0.93345625 0.06654375] probability [0.54197371 0.45802629] After improvements [0.92914505 0.07085495] probability [0.27487527 0.72512473] After improvements [0.85031659 0.14968341] probability [0.13084956 0.86915044] After improvements [0.8498282 0.1501718] probability [0.31097523 0.68902477] After improvements [0.89982256 0.10017744] probability [0.80503882 0.19496118] After improvements [0.96419326 0.03580674] probability [0.25844658 0.74155342] After improvements [0.83408612 0.16591388] probability [0.18337677 0.81662323] After improvements [0.82374348 0.17625652] probability [0.28229586 0.71770414] After improvements [0.86707807 0.13292193] probability [0.29100943 0.70899057] After improvements [0.8901226 0.1098774] probability [0.46773088 0.53226912] After improvements [0.87350577 0.12649423] probability [0.55378679 0.44621321] After improvements [0.94107617 0.05892383] probability [0.32223579 0.67776421] After improvements [0.86754539 0.13245461] probability [0.48681691 0.51318309] After improvements [0.87321634 0.12678366] probability [0.08187474 0.91812526] After improvements [0.86757118 0.13242882] probability [0.73716068 0.26283932] After improvements [0.94614998 0.05385002] probability [0.38410341 0.61589659] After improvements [0.929663 0.070337] probability [0.50855326 0.49144674] After improvements [0.94700845 0.05299155] probability [0.12881443 0.87118557] After improvements [0.84342455 0.15657545] probability [0.45595794 0.54404206] After improvements [0.91994498 0.08005502] probability [0.16424001 0.83575999] After improvements [0.88390078 0.11609922] probability [0.33200354 0.66799646] After improvements [0.90935772 0.09064228] probability [0.69552631 0.30447369] After improvements [0.9372514 0.0627486] probability [0.38944111 0.61055889] After improvements [0.87121761 0.12878239] probability [0.75755046 0.24244954] After improvements [0.96095572 0.03904428] probability [0.23579354 0.76420646] After improvements [0.85995752 0.14004248] probability [0.40099314 0.59900686] After improvements [0.87338609 0.12661391] probability [0.47080812 0.52919188] After improvements [0.94046406 0.05953594] probability [0.22774516 0.77225484] After improvements [0.83155352 0.16844648] probability [0.23466292 0.76533708] After improvements [0.85020825 0.14979175] probability [0.28748377 0.71251623] After improvements [0.87344838 0.12655162] probability [0.35733932 0.64266068] After improvements [0.9084867 0.0915133] probability [0.62187533 0.37812467] After improvements [0.94528124 0.05471876] probability [0.40191206 0.59808794] After improvements [0.88195031 0.11804969] probability [0.37768359 0.62231641] After improvements [0.89046835 0.10953165] probability [0.15143462 0.84856538] After improvements [0.83731389 0.16268611] probability [0.2219282 0.7780718] After improvements [0.81742703 0.18257297] probability [0.25490097 0.74509903] After improvements [0.8785041 0.1214959] probability [0.56340971 0.43659029] After improvements [0.93160083 0.06839917] probability [0.38700977 0.61299023] After improvements [0.81718737 0.18281263] probability [0.35129692 0.64870308] After improvements [0.90267782 0.09732218] probability [0.60841776 0.39158224] After improvements [0.88012041 0.11987959] probability [0.11175009 0.88824991] After improvements [0.81898479 0.18101521] probability [0.53203014 0.46796986] After improvements [0.91701739 0.08298261] probability [0.62132992 0.37867008] After improvements [0.95334378 0.04665622] probability [0.30167639 0.69832361] After improvements [0.85276116 0.14723884] probability [0.47929634 0.52070366] After improvements [0.87016861 0.12983139] probability [0.23655178 0.76344822] After improvements [0.86533405 0.13466595] probability [0.57442818 0.42557182] After improvements [0.93386356 0.06613644] probability [0.68553382 0.31446618] After improvements [0.9392112 0.0607888] probability [0.33393477 0.66606523] After improvements [0.88373832 0.11626168] probability [0.26268768 0.73731232] After improvements [0.80972612 0.19027388] probability [0.68816542 0.31183458] After improvements [0.93337696 0.06662304] probability [0.19537862 0.80462138] After improvements [0.82729303 0.17270697] probability [0.17392385 0.82607615] After improvements [0.80643927 0.19356073] probability [0.09753048 0.90246952] After improvements [0.83129317 0.16870683] probability [0.33061304 0.66938696] After improvements [0.90445228 0.09554772] probability [0.46052754 0.53947246] After improvements [0.85368017 0.14631983] probability [0.16265788 0.83734212] After improvements [0.85614707 0.14385293] probability [0.4775197 0.5224803] After improvements [0.92466603 0.07533397] probability [0.43550896 0.56449104] After improvements [0.84580403 0.15419597] probability [0.20753166 0.79246834] After improvements [0.82936225 0.17063775] probability [0.47957633 0.52042367] After improvements [0.88501942 0.11498058] probability [0.5785246 0.4214754] After improvements [0.93174459 0.06825541] probability [0.34145055 0.65854945] After improvements [0.88733387 0.11266613] probability [0.77921245 0.22078755] After improvements [0.94129723 0.05870277] probability [0.48751361 0.51248639] After improvements [0.89637426 0.10362574] probability [0.47945826 0.52054174] After improvements [0.92299525 0.07700475] probability [0.28616001 0.71383999] After improvements [0.91879038 0.08120962] probability [0.69667447 0.30332553] After improvements [0.95386792 0.04613208] probability [0.41303766 0.58696234] After improvements [0.82651812 0.17348188] probability [0.16497316 0.83502684] After improvements [0.87353027 0.12646973] probability [0.46832558 0.53167442] After improvements [0.88798718 0.11201282] probability [0.3050956 0.6949044] After improvements [0.89130789 0.10869211] probability [0.33506381 0.66493619] After improvements [0.86073358 0.13926642] probability [0.34856791 0.65143209] After improvements [0.91074146 0.08925854] probability [0.60031704 0.39968296] After improvements [0.92889895 0.07110105] probability [0.50309763 0.49690237] After improvements [0.91430967 0.08569033] probability [0.43476091 0.56523909] After improvements [0.92944726 0.07055274] probability [0.52706226 0.47293774] After improvements [0.9346367 0.0653633] probability [0.70443214 0.29556786] After improvements [0.94838202 0.05161798] probability [0.80360542 0.19639458] After improvements [0.95033133 0.04966867] probability [0.45851906 0.54148094] After improvements [0.9415999 0.0584001] probability [0.45852611 0.54147389] After improvements [0.89707272 0.10292728] probability [0.35746644 0.64253356] After improvements [0.91478084 0.08521916] probability [0.32491804 0.67508196] After improvements [0.88461353 0.11538647] probability [0.51164392 0.48835608] After improvements [0.93322532 0.06677468] probability [0.47374712 0.52625288] After improvements [0.94700387 0.05299613] probability [0.46242592 0.53757408] After improvements [0.93635111 0.06364889] probability [0.18643823 0.81356177] After improvements [0.83373283 0.16626717] probability [0.51870916 0.48129084] After improvements [0.92026172 0.07973828] probability [0.28063571 0.71936429] After improvements [0.86884591 0.13115409] probability [0.34541515 0.65458485] After improvements [0.90267782 0.09732218] probability [0.58460366 0.41539634] After improvements [0.91304298 0.08695702] probability [0.34406521 0.65593479] After improvements [0.86479268 0.13520732] probability [0.12271179 0.87728821] After improvements [0.85572523 0.14427477] probability [0.3515991 0.6484009] After improvements [0.91628716 0.08371284] probability [0.60868924 0.39131076] After improvements [0.92947138 0.07052862] probability [0.1625432 0.8374568] After improvements [0.87738619 0.12261381] probability [0.48194365 0.51805635] After improvements [0.94114021 0.05885979] probability [0.41090221 0.58909779] After improvements [0.87988052 0.12011948] probability [0.57771386 0.42228614] After improvements [0.90853203 0.09146797] probability [0.82372329 0.17627671] After improvements [0.95937384 0.04062616] probability [0.2500299 0.7499701] After improvements [0.8667021 0.1332979] probability [0.23048314 0.76951686] After improvements [0.85794177 0.14205823] probability [0.4265155 0.5734845] After improvements [0.87706047 0.12293953] probability [0.18690573 0.81309427] After improvements [0.82913597 0.17086403] probability [0.32552819 0.67447181] After improvements [0.89973857 0.10026143] probability [0.59299568 0.40700432] After improvements [0.93418277 0.06581723] probability [0.26833145 0.73166855] After improvements [0.90836105 0.09163895] probability [0.36697636 0.63302364] After improvements [0.88447532 0.11552468] probability [0.22202811 0.77797189] After improvements [0.84153882 0.15846118] probability [0.19830873 0.80169127] After improvements [0.82159566 0.17840434] probability [0.54123432 0.45876568] After improvements [0.93713182 0.06286818] probability [0.19513822 0.80486178] After improvements [0.86853865 0.13146135] probability [0.41669699 0.58330301] After improvements [0.8350661 0.1649339] probability [0.31830624 0.68169376] After improvements [0.90681589 0.09318411] probability [0.25034622 0.74965378] After improvements [0.90349243 0.09650757] probability [0.60756609 0.39243391] After improvements [0.83421676 0.16578324] probability [0.54173741 0.45826259] After improvements [0.92550342 0.07449658] probability [0.3254287 0.6745713] After improvements [0.88815858 0.11184142] probability [0.15645857 0.84354143] After improvements [0.8684947 0.1315053] probability [0.11057175 0.88942825] After improvements [0.80755799 0.19244201] probability [0.30263957 0.69736043] After improvements [0.92595471 0.07404529] probability [0.58114395 0.41885605] After improvements [0.94603492 0.05396508] probability [0.69591658 0.30408342] After improvements [0.9563243 0.0436757] probability [0.16412314 0.83587686] After improvements [0.87486406 0.12513594] probability [0.46587832 0.53412168] After improvements [0.89555874 0.10444126] probability [0.2712149 0.7287851] After improvements [0.83971324 0.16028676] probability [0.4388514 0.5611486] After improvements [0.93948085 0.06051915] probability [0.53174414 0.46825586] After improvements [0.86379532 0.13620468] probability [0.29087318 0.70912682] After improvements [0.88274525 0.11725475] probability [0.17365467 0.82634533] After improvements [0.88210436 0.11789564] probability [0.29357045 0.70642955] After improvements [0.8776203 0.1223797] probability [0.17556539 0.82443461] After improvements [0.81982364 0.18017636] probability [0.64732352 0.35267648] After improvements [0.96553252 0.03446748] probability [0.51450958 0.48549042] After improvements [0.8475675 0.1524325] probability [0.39305021 0.60694979] After improvements [0.92233869 0.07766131] probability [0.42839208 0.57160792] After improvements [0.9079547 0.0920453] probability [0.39348483 0.60651517] After improvements [0.93119789 0.06880211] probability [0.33656238 0.66343762] After improvements [0.90020781 0.09979219] probability [0.34669 0.65331] After improvements [0.89496377 0.10503623] probability [0.20099952 0.79900048] After improvements [0.8126161 0.1873839] probability [0.21581246 0.78418754] After improvements [0.8507861 0.1492139] probability [0.59812108 0.40187892] After improvements [0.9475482 0.0524518] probability [0.39381422 0.60618578] After improvements [0.91965187 0.08034813] probability [0.38006402 0.61993598] After improvements [0.91901517 0.08098483] probability [0.52950996 0.47049004] After improvements [0.93665069 0.06334931] probability [0.21602474 0.78397526] After improvements [0.84577412 0.15422588] probability [0.58532038 0.41467962] After improvements [0.94485127 0.05514873] probability [0.30997096 0.69002904] After improvements [0.83209196 0.16790804] probability [0.19848556 0.80151444] After improvements [0.87098158 0.12901842] probability [0.38813365 0.61186635] After improvements [0.89556046 0.10443954] probability [0.52135478 0.47864522] After improvements [0.93504079 0.06495921] probability [0.59065182 0.40934818] After improvements [0.93706434 0.06293566] probability [0.19535961 0.80464039] After improvements [0.81660459 0.18339541] probability [0.1165084 0.8834916] After improvements [0.80664229 0.19335771] probability [0.69626488 0.30373512] After improvements [0.94013178 0.05986822] probability [0.2631098 0.7368902] After improvements [0.8126235 0.1873765] probability [0.20963509 0.79036491] After improvements [0.85479407 0.14520593] probability [0.16083011 0.83916989] After improvements [0.86884591 0.13115409] probability [0.27478609 0.72521391] After improvements [0.8817128 0.1182872] probability [0.23038327 0.76961673] After improvements [0.84422068 0.15577932] probability [0.38503609 0.61496391] After improvements [0.81968565 0.18031435] probability [0.27399287 0.72600713] After improvements [0.82111664 0.17888336] probability [0.79095305 0.20904695] After improvements [0.95870622 0.04129378] probability [0.29251609 0.70748391] After improvements [0.80291817 0.19708183] probability [0.43500792 0.56499208] After improvements [0.90560774 0.09439226] probability [0.71959444 0.28040556] After improvements [0.89309598 0.10690402] probability [0.30729519 0.69270481] After improvements [0.89483956 0.10516044] probability [0.79081784 0.20918216] After improvements [0.96272465 0.03727535] probability [0.25488384 0.74511616] After improvements [0.81391581 0.18608419] probability [0.21252139 0.78747861] After improvements [0.8026995 0.1973005] probability [0.11053689 0.88946311] After improvements [0.87718033 0.12281967] probability [0.66506472 0.33493528] After improvements [0.95209142 0.04790858] probability [0.27740405 0.72259595] After improvements [0.86886518 0.13113482] probability [0.25366332 0.74633668] After improvements [0.90675266 0.09324734] probability [0.37460199 0.62539801] After improvements [0.91783607 0.08216393] probability [0.32410771 0.67589229] After improvements [0.9041969 0.0958031] probability [0.52452631 0.47547369] After improvements [0.94155247 0.05844753] probability [0.59757592 0.40242408] After improvements [0.93104819 0.06895181] probability [0.42483783 0.57516217] After improvements [0.85316739 0.14683261] probability [0.68346102 0.31653898] After improvements [0.94572645 0.05427355] probability [0.61494973 0.38505027] After improvements [0.93399209 0.06600791] probability [0.8149655 0.1850345] After improvements [0.97495831 0.02504169] probability [0.33928097 0.66071903] After improvements [0.93642857 0.06357143] probability [0.68896421 0.31103579] After improvements [0.93854974 0.06145026] probability [0.45358758 0.54641242] After improvements [0.90665147 0.09334853] probability [0.1975669 0.8024331] After improvements [0.83292607 0.16707393] probability [0.21742 0.78258] After improvements [0.85887101 0.14112899] probability [0.51909982 0.48090018] After improvements [0.92738194 0.07261806] probability [0.55531967 0.44468033] After improvements [0.94555342 0.05444658] probability [0.76231402 0.23768598] After improvements [0.9559752 0.0440248] probability [0.48573342 0.51426658] After improvements [0.91063916 0.08936084] probability [0.38150366 0.61849634] After improvements [0.89252739 0.10747261] probability [0.18767291 0.81232709] After improvements [0.86753383 0.13246617] probability [0.22682235 0.77317765] After improvements [0.85753819 0.14246181] probability [0.25258823 0.74741177] After improvements [0.87880693 0.12119307] probability [0.25109752 0.74890248] After improvements [0.81577089 0.18422911] probability [0.43966403 0.56033597] After improvements [0.8527937 0.1472063] probability [0.20785635 0.79214365] After improvements [0.84710325 0.15289675] probability [0.4451211 0.5548789] After improvements [0.89346347 0.10653653] probability [0.3907918 0.6092082] After improvements [0.91917875 0.08082125] probability [0.88508781 0.11491219] After improvements [0.96359966 0.03640034] probability [0.70113058 0.29886942] After improvements [0.93629233 0.06370767] probability [0.29013664 0.70986336] After improvements [0.89637644 0.10362356] probability [0.28062944 0.71937056] After improvements [0.83574762 0.16425238] probability [0.34492582 0.65507418] After improvements [0.85726385 0.14273615] probability [0.26347544 0.73652456] After improvements [0.8738403 0.1261597] probability [0.46893819 0.53106181] After improvements [0.9008316 0.0991684] probability [0.18895484 0.81104516] After improvements [0.83384568 0.16615432] probability [0.49672598 0.50327402] After improvements [0.96866868 0.03133132] probability [0.77270494 0.22729506] After improvements [0.95590041 0.04409959] probability [0.65216304 0.34783696] After improvements [0.9604986 0.0395014] probability [0.23565007 0.76434993] After improvements [0.82575818 0.17424182] probability [0.67928714 0.32071286] After improvements [0.94220923 0.05779077] probability [0.20096947 0.79903053] After improvements [0.81159934 0.18840066] probability [0.61445958 0.38554042] After improvements [0.94784677 0.05215323] probability [0.43160176 0.56839824] After improvements [0.9353087 0.0646913] probability [0.30819967 0.69180033] After improvements [0.89477086 0.10522914] probability [0.20017932 0.79982068] After improvements [0.87831778 0.12168222] probability [0.30876521 0.69123479] After improvements [0.83932755 0.16067245] probability [0.44344474 0.55655526] After improvements [0.88690036 0.11309964] probability [0.60341682 0.39658318] After improvements [0.93731433 0.06268567] probability [0.43231915 0.56768085] After improvements [0.91032248 0.08967752] probability [0.17897751 0.82102249] After improvements [0.87417311 0.12582689] probability [0.23492116 0.76507884] After improvements [0.86107246 0.13892754] probability [0.44278864 0.55721136] After improvements [0.93800589 0.06199411] probability [0.31871472 0.68128528] After improvements [0.8325198 0.1674802] probability [0.49575771 0.50424229] After improvements [0.93731541 0.06268459] probability [0.42798713 0.57201287] After improvements [0.8819813 0.1180187] probability [0.22665986 0.77334014] After improvements [0.8803294 0.1196706] probability [0.49324541 0.50675459] After improvements [0.9317994 0.0682006] probability [0.62395644 0.37604356] After improvements [0.94107718 0.05892282] probability [0.45022591 0.54977409] After improvements [0.90935923 0.09064077] probability [0.36071952 0.63928048] After improvements [0.88974039 0.11025961] probability [0.41352345 0.58647655] After improvements [0.84838782 0.15161218] probability [0.518527 0.481473] After improvements [0.93542167 0.06457833] probability [0.44391883 0.55608117] After improvements [0.90733272 0.09266728] probability [0.23657359 0.76342641] After improvements [0.87245089 0.12754911] probability [0.24133039 0.75866961] After improvements [0.84507115 0.15492885] probability [0.70719339 0.29280661] After improvements [0.94038324 0.05961676] probability [0.4908383 0.5091617] After improvements [0.85575425 0.14424575] probability [0.52342219 0.47657781] After improvements [0.88145987 0.11854013] probability [0.16825898 0.83174102] After improvements [0.80900743 0.19099257] probability [0.33616042 0.66383958] After improvements [0.90985451 0.09014549] probability [0.33961644 0.66038356] After improvements [0.910842 0.089158] probability [0.41308735 0.58691265] After improvements [0.92712539 0.07287461] probability [0.21632976 0.78367024] After improvements [0.88617685 0.11382315] probability [0.20510844 0.79489156] After improvements [0.87922255 0.12077745] probability [0.18548159 0.81451841] After improvements [0.86762259 0.13237741] probability [0.59248948 0.40751052] After improvements [0.92583514 0.07416486] probability [0.54415967 0.45584033] After improvements [0.94972448 0.05027552] probability [0.691169 0.308831] After improvements [0.9663959 0.0336041] probability [0.53615774 0.46384226] After improvements [0.86374242 0.13625758] probability [0.15606555 0.84393445] After improvements [0.87217415 0.12782585] probability [0.55216135 0.44783865] After improvements [0.94177125 0.05822875] probability [0.692172 0.307828] After improvements [0.96962819 0.03037181] probability [0.37852295 0.62147705] After improvements [0.90075364 0.09924636] probability [0.71517348 0.28482652] After improvements [0.92472607 0.07527393] probability [0.46960512 0.53039488] After improvements [0.8863697 0.1136303] probability [0.39436318 0.60563682] After improvements [0.91771317 0.08228683] probability [0.45097618 0.54902382] After improvements [0.90718659 0.09281341] probability [0.21278336 0.78721664] After improvements [0.85684497 0.14315503] probability [0.51054709 0.48945291] After improvements [0.95032294 0.04967706] probability [0.54759567 0.45240433] After improvements [0.91039135 0.08960865] probability [0.72005187 0.27994813] After improvements [0.95371692 0.04628308] probability [0.21102822 0.78897178] After improvements [0.86157077 0.13842923] probability [0.22087803 0.77912197] After improvements [0.84730556 0.15269444] probability [0.37789485 0.62210515] After improvements [0.92138697 0.07861303] probability [0.11498196 0.88501804] After improvements [0.81076705 0.18923295] probability [0.29293081 0.70706919] After improvements [0.84058981 0.15941019] probability [0.28605696 0.71394304] After improvements [0.80819111 0.19180889] probability [0.30536805 0.69463195] After improvements [0.82424857 0.17575143] probability [0.12528007 0.87471993] After improvements [0.82226083 0.17773917] probability [0.45723889 0.54276111] After improvements [0.90198585 0.09801415] probability [0.63926866 0.36073134] After improvements [0.93548566 0.06451434] probability [0.59694072 0.40305928] After improvements [0.9003025 0.0996975] probability [0.31014592 0.68985408] After improvements [0.87789782 0.12210218] probability [0.43817765 0.56182235] After improvements [0.89350751 0.10649249] probability [0.65620619 0.34379381] After improvements [0.95557589 0.04442411] probability [0.69544079 0.30455921] After improvements [0.94510318 0.05489682] probability [0.49662926 0.50337074] After improvements [0.93550665 0.06449335] probability [0.2503886 0.7496114] After improvements [0.8687488 0.1312512] probability [0.49460388 0.50539612] After improvements [0.86453522 0.13546478] probability [0.20859964 0.79140036] After improvements [0.8306473 0.1693527] probability [0.34668314 0.65331686] After improvements [0.84428085 0.15571915] probability [0.27063487 0.72936513] After improvements [0.8322588 0.1677412] probability [0.56184367 0.43815633] After improvements [0.92658004 0.07341996] probability [0.11415076 0.88584924] After improvements [0.81444842 0.18555158] probability [0.51857469 0.48142531] After improvements [0.89236841 0.10763159] probability [0.44712513 0.55287487] After improvements [0.90980331 0.09019669] probability [0.38795235 0.61204765] After improvements [0.91901244 0.08098756] probability [0.45690656 0.54309344] After improvements [0.88858312 0.11141688] probability [0.2366169 0.7633831] After improvements [0.85717401 0.14282599] probability [0.60492642 0.39507358] After improvements [0.92211751 0.07788249] probability [0.36060852 0.63939148] After improvements [0.86726825 0.13273175] probability [0.29016576 0.70983424] After improvements [0.81160294 0.18839706] probability [0.39429461 0.60570539] After improvements [0.85725457 0.14274543] probability [0.18292439 0.81707561] After improvements [0.81364989 0.18635011] probability [0.52952839 0.47047161] After improvements [0.89097089 0.10902911] probability [0.37632825 0.62367175] After improvements [0.86274541 0.13725459] probability [0.5851694 0.4148306] After improvements [0.93281067 0.06718933] probability [0.46166311 0.53833689] After improvements [0.91562341 0.08437659] probability [0.23727528 0.76272472] After improvements [0.90444964 0.09555036] probability [0.27054139 0.72945861] After improvements [0.8564901 0.1435099] probability [0.44358821 0.55641179] After improvements [0.89752758 0.10247242] probability [0.31862386 0.68137614] After improvements [0.82273027 0.17726973] probability [0.31576543 0.68423457] After improvements [0.90582964 0.09417036] probability [0.71459836 0.28540164] After improvements [0.9491306 0.0508694] probability [0.57133667 0.42866333] After improvements [0.94457254 0.05542746] probability [0.37821893 0.62178107] After improvements [0.90653915 0.09346085] probability [0.56138914 0.43861086] After improvements [0.94742608 0.05257392] probability [0.34212909 0.65787091] After improvements [0.84442461 0.15557539] probability [0.35281974 0.64718026] After improvements [0.89070053 0.10929947] probability [0.42773198 0.57226802] After improvements [0.88901219 0.11098781] probability [0.59565798 0.40434202] After improvements [0.93317589 0.06682411] probability [0.76417454 0.23582546] After improvements [0.95710006 0.04289994] probability [0.64200094 0.35799906] After improvements [0.92335786 0.07664214] probability [0.059499 0.940501] After improvements [0.87056308 0.12943692] probability [0.61669224 0.38330776] After improvements [0.93077167 0.06922833] probability [0.42421138 0.57578862] After improvements [0.89356662 0.10643338] probability [0.43432722 0.56567278] After improvements [0.89555874 0.10444126] probability [0.60148316 0.39851684] After improvements [0.93234414 0.06765586] probability [0.57934505 0.42065495] After improvements [0.93119862 0.06880138] probability [0.40871178 0.59128822] After improvements [0.92995504 0.07004496] probability [0.17773776 0.82226224] After improvements [0.87364737 0.12635263] probability [0.83973358 0.16026642] After improvements [0.96113252 0.03886748] probability [0.51672903 0.48327097] After improvements [0.88056249 0.11943751] probability [0.43810689 0.56189311] After improvements [0.93463782 0.06536218] probability [0.40183799 0.59816201] After improvements [0.933337 0.066663] probability [0.27019349 0.72980651] After improvements [0.84306846 0.15693154] probability [0.58434344 0.41565656] After improvements [0.94754729 0.05245271] probability [0.21382695 0.78617305] After improvements [0.83150362 0.16849638] probability [0.15898654 0.84101346] After improvements [0.85938572 0.14061428] probability [0.32550995 0.67449005] After improvements [0.91057214 0.08942786] probability [0.15990118 0.84009882] After improvements [0.84279453 0.15720547] probability [0.82395471 0.17604529] After improvements [0.96945219 0.03054781] probability [0.33867007 0.66132993] After improvements [0.91401712 0.08598288] probability [0.25734039 0.74265961] After improvements [0.85109737 0.14890263] probability [0.40235855 0.59764145] After improvements [0.88090358 0.11909642] probability [0.16406461 0.83593539] After improvements [0.86988178 0.13011822] probability [0.29769194 0.70230806] After improvements [0.84631284 0.15368716] probability [0.17876735 0.82123265] After improvements [0.86287187 0.13712813] probability [0.83166157 0.16833843] After improvements [0.96090687 0.03909313] probability [0.64181849 0.35818151] After improvements [0.95919312 0.04080688] probability [0.46514613 0.53485387] After improvements [0.88111749 0.11888251] probability [0.34273253 0.65726747] After improvements [0.9105944 0.0894056] probability [0.2688922 0.7311078] After improvements [0.8312729 0.1687271] probability [0.27491097 0.72508903] After improvements [0.83491803 0.16508197] probability [0.16068115 0.83931885] After improvements [0.88334406 0.11665594] probability [0.30527436 0.69472564] After improvements [0.85932221 0.14067779] probability [0.34263004 0.65736996] After improvements [0.87724868 0.12275132] probability [0.34207044 0.65792956] After improvements [0.90249663 0.09750337] probability [0.13435333 0.86564667] After improvements [0.88340249 0.11659751] probability [0.1819776 0.8180224] After improvements [0.88004207 0.11995793] probability [0.44273872 0.55726128] After improvements [0.89721054 0.10278946] probability [0.35530333 0.64469667] After improvements [0.897131 0.102869] probability [0.46594897 0.53405103] After improvements [0.91518329 0.08481671] probability [0.62888093 0.37111907] After improvements [0.92348132 0.07651868] probability [0.56523656 0.43476344] After improvements [0.86699932 0.13300068] probability [0.38818106 0.61181894] After improvements [0.91701623 0.08298377] probability [0.45219249 0.54780751] After improvements [0.85350725 0.14649275] probability [0.41061866 0.58938134] After improvements [0.88355133 0.11644867] probability [0.45988294 0.54011706] After improvements [0.86942804 0.13057196] probability [0.35313998 0.64686002] After improvements [0.91006592 0.08993408] probability [0.45393696 0.54606304] After improvements [0.92884589 0.07115411] probability [0.29465311 0.70534689] After improvements [0.90538582 0.09461418] probability [0.4351754 0.5648246] After improvements [0.8936135 0.1063865] probability [0.5392478 0.4607522] After improvements [0.94213397 0.05786603] probability [0.22106501 0.77893499] After improvements [0.82549458 0.17450542] probability [0.26113194 0.73886806] After improvements [0.81529401 0.18470599] probability [0.58813678 0.41186322] After improvements [0.93179823 0.06820177] probability [0.41513496 0.58486504] After improvements [0.90267621 0.09732379] probability [0.3866457 0.6133543] After improvements [0.89605739 0.10394261] probability [0.30752517 0.69247483] After improvements [0.88965758 0.11034242] probability [0.34875743 0.65124257] After improvements [0.91201112 0.08798888] probability [0.62545099 0.37454901] After improvements [0.92772054 0.07227946] probability [0.71300545 0.28699455] After improvements [0.94754729 0.05245271] probability [0.35256549 0.64743451] After improvements [0.91203887 0.08796113] probability [0.39259043 0.60740957] After improvements [0.92663743 0.07336257] probability [0.38962491 0.61037509] After improvements [0.92905564 0.07094436] probability [0.41235367 0.58764633] After improvements [0.92910856 0.07089144] probability [0.34175514 0.65824486] After improvements [0.90213818 0.09786182] probability [0.21593668 0.78406332] After improvements [0.84208539 0.15791461] probability [0.44467009 0.55532991] After improvements [0.90560617 0.09439383] probability [0.50141282 0.49858718] After improvements [0.86872354 0.13127646] probability [0.34888516 0.65111484] After improvements [0.92466603 0.07533397] probability [0.31591542 0.68408458] After improvements [0.89738058 0.10261942] probability [0.36472993 0.63527007] After improvements [0.90845688 0.09154312] probability [0.27672768 0.72327232] After improvements [0.87474191 0.12525809] probability [0.2979581 0.7020419] After improvements [0.89389434 0.10610566] probability [0.22514691 0.77485309] After improvements [0.83002311 0.16997689] probability [0.09604952 0.90395048] After improvements [0.86613505 0.13386495] probability [0.38340181 0.61659819] After improvements [0.92211488 0.07788512] probability [0.09852967 0.90147033] After improvements [0.80820053 0.19179947] probability [0.17903906 0.82096094] After improvements [0.8332415 0.1667585] probability [0.46331976 0.53668024] After improvements [0.94400937 0.05599063] probability [0.34863503 0.65136497] After improvements [0.85361502 0.14638498] probability [0.47205121 0.52794879] After improvements [0.92026307 0.07973693] probability [0.60968878 0.39031122] After improvements [0.91299896 0.08700104] probability [0.13236695 0.86763305] After improvements [0.87225498 0.12774502] probability [0.45355806 0.54644194] After improvements [0.91562341 0.08437659] probability [0.29044797 0.70955203] After improvements [0.86145408 0.13854592] probability [0.2048525 0.7951475] After improvements [0.82293914 0.17706086] probability [0.28233942 0.71766058] After improvements [0.88815858 0.11184142] probability [0.28527731 0.71472269] After improvements [0.8844236 0.1155764] probability [0.27822034 0.72177966] After improvements [0.87706288 0.12293712] probability [0.31280845 0.68719155] After improvements [0.89434382 0.10565618] probability [0.25664829 0.74335171] After improvements [0.88455727 0.11544273] probability [0.65220356 0.34779644] After improvements [0.92698754 0.07301246] probability [0.16206186 0.83793814] After improvements [0.88191622 0.11808378] probability [0.40413717 0.59586283] After improvements [0.92690362 0.07309638] probability [0.65454541 0.34545459] After improvements [0.90194619 0.09805381] probability [0.44351299 0.55648701] After improvements [0.9079547 0.0920453] probability [0.68672918 0.31327082] After improvements [0.93212552 0.06787448] probability [0.32938531 0.67061469] After improvements [0.89712931 0.10287069] probability [0.42061739 0.57938261] After improvements [0.87706485 0.12293515] probability [0.38541176 0.61458824] After improvements [0.91577424 0.08422576] probability [0.32457994 0.67542006] After improvements [0.89211142 0.10788858] probability [0.58685371 0.41314629] After improvements [0.90168641 0.09831359] probability [0.22422174 0.77577826] After improvements [0.84052249 0.15947751] probability [0.4217374 0.5782626] After improvements [0.92026172 0.07973828] probability [0.65223349 0.34776651] After improvements [0.95223484 0.04776516] probability [0.37756954 0.62243046] After improvements [0.9151583 0.0848417] probability [0.07457398 0.92542602] After improvements [0.80263103 0.19736897] probability [0.66780316 0.33219684] After improvements [0.95408914 0.04591086] probability [0.43050731 0.56949269] After improvements [0.89413037 0.10586963] probability [0.33717755 0.66282245] After improvements [0.89690429 0.10309571] probability [0.17944345 0.82055655] After improvements [0.80460515 0.19539485] probability [0.46783084 0.53216916] After improvements [0.93710954 0.06289046] probability [0.37281835 0.62718165] After improvements [0.87408262 0.12591738] probability [0.31764685 0.68235315] After improvements [0.87281352 0.12718648] probability [0.53070112 0.46929888] After improvements [0.93825032 0.06174968] probability [0.56543942 0.43456058] After improvements [0.90328106 0.09671894] probability [0.0957527 0.9042473] After improvements [0.80629655 0.19370345] probability [0.17894968 0.82105032] After improvements [0.81897936 0.18102064] probability [0.82115922 0.17884078] After improvements [0.97113737 0.02886263] probability [0.23019862 0.76980138] After improvements [0.82501399 0.17498601] probability [0.40473322 0.59526678] After improvements [0.88561839 0.11438161] probability [0.37394511 0.62605489] After improvements [0.89676336 0.10323664] probability [0.69120101 0.30879899] After improvements [0.93764635 0.06235365] probability [0.6416568 0.3583432] After improvements [0.91046165 0.08953835] probability [0.38936802 0.61063198] After improvements [0.8307374 0.1692626] probability [0.24134507 0.75865493] After improvements [0.85519363 0.14480637] probability [0.44327691 0.55672309] After improvements [0.9129745 0.0870255] probability [0.61536521 0.38463479] After improvements [0.92371949 0.07628051] probability [0.40899276 0.59100724] After improvements [0.9321416 0.0678584] probability [0.53729558 0.46270442] After improvements [0.88334815 0.11665185] probability [0.60019294 0.39980706] After improvements [0.93656963 0.06343037] probability [0.59247095 0.40752905] After improvements [0.93458513 0.06541487] probability [0.21898201 0.78101799] After improvements [0.82743837 0.17256163] probability [0.37354061 0.62645939] After improvements [0.91780487 0.08219513] probability [0.67300521 0.32699479] After improvements [0.92802529 0.07197471] probability [0.24422241 0.75577759] After improvements [0.81054595 0.18945405] probability [0.47996417 0.52003583] After improvements [0.91863283 0.08136717] probability [0.67867702 0.32132298] After improvements [0.95985037 0.04014963] probability [0.60292692 0.39707308] After improvements [0.9560074 0.0439926] probability [0.16919888 0.83080112] After improvements [0.80703828 0.19296172] probability [0.39269404 0.60730596] After improvements [0.92487929 0.07512071] probability [0.62784404 0.37215596] After improvements [0.91356123 0.08643877] probability [0.68775613 0.31224387] After improvements [0.93731433 0.06268567] probability [0.42210121 0.57789879] After improvements [0.89673342 0.10326658] probability [0.39581732 0.60418268] After improvements [0.91513217 0.08486783] probability [0.13953953 0.86046047] After improvements [0.82025918 0.17974082] probability [0.41822591 0.58177409] After improvements [0.90653374 0.09346626] probability [0.22337998 0.77662002] After improvements [0.84063857 0.15936143] probability [0.36638162 0.63361838] After improvements [0.91724896 0.08275104] probability [0.35627856 0.64372144] After improvements [0.86129515 0.13870485] probability [0.59303495 0.40696505] After improvements [0.89966703 0.10033297] probability [0.74243872 0.25756128] After improvements [0.94880248 0.05119752] probability [0.47299722 0.52700278] After improvements [0.89867893 0.10132107] probability [0.41992008 0.58007992] After improvements [0.91469963 0.08530037] probability [0.3137905 0.6862095] After improvements [0.91151095 0.08848905] probability [0.61355455 0.38644545] After improvements [0.95334297 0.04665703] probability [0.29287893 0.70712107] After improvements [0.87947745 0.12052255] probability [0.5576735 0.4423265] After improvements [0.92542047 0.07457953] probability [0.68314036 0.31685964] After improvements [0.9341532 0.0658468] probability [0.3343754 0.6656246] After improvements [0.89612082 0.10387918] probability [0.45471505 0.54528495] After improvements [0.93281067 0.06718933] probability [0.39160459 0.60839541] After improvements [0.92145587 0.07854413] probability [0.3158404 0.6841596] After improvements [0.87550718 0.12449282] probability [0.87395948 0.12604052] After improvements [0.97948285 0.02051715] probability [0.62338532 0.37661468] After improvements [0.94622065 0.05377935] probability [0.253501 0.746499] After improvements [0.89131499 0.10868501] probability [0.53356352 0.46643648] After improvements [0.95305847 0.04694153] probability [0.40897256 0.59102744] After improvements [0.87951624 0.12048376] probability [0.18349279 0.81650721] After improvements [0.87031762 0.12968238] probability [0.30095164 0.69904836] After improvements [0.92394698 0.07605302] probability [0.28473409 0.71526591] After improvements [0.87037291 0.12962709] probability [0.13663511 0.86336489] After improvements [0.82923332 0.17076668] probability [0.7425562 0.2574438] After improvements [0.93656963 0.06343037] probability [0.74469809 0.25530191] After improvements [0.9427165 0.0572835] probability [0.66679998 0.33320002] After improvements [0.93825032 0.06174968] probability [0.18431226 0.81568774] After improvements [0.82668169 0.17331831] probability [0.27440115 0.72559885] After improvements [0.87697187 0.12302813] probability [0.60672903 0.39327097] After improvements [0.906236 0.093764] probability [0.64501103 0.35498897] After improvements [0.95229519 0.04770481] probability [0.22327152 0.77672848] After improvements [0.83162182 0.16837818] probability [0.5956009 0.4043991] After improvements [0.91162202 0.08837798] probability [0.25768257 0.74231743] After improvements [0.90064898 0.09935102] probability [0.4157177 0.5842823] After improvements [0.88580435 0.11419565] probability [0.40690693 0.59309307] After improvements [0.89392664 0.10607336] probability [0.369942 0.630058] After improvements [0.87579312 0.12420688] probability [0.34226564 0.65773436] After improvements [0.8006312 0.1993688] probability [0.26229966 0.73770034] After improvements [0.88284392 0.11715608] probability [0.76778069 0.23221931] After improvements [0.95394445 0.04605555] probability [0.72356088 0.27643912] After improvements [0.94819801 0.05180199] probability [0.20661077 0.79338923] After improvements [0.82083411 0.17916589] probability [0.17669951 0.82330049] After improvements [0.81491842 0.18508158] probability [0.15736783 0.84263217] After improvements [0.85615525 0.14384475] probability [0.22818035 0.77181965] After improvements [0.86512172 0.13487828] probability [0.43254974 0.56745026] After improvements [0.92422 0.07578] probability [0.35431912 0.64568088] After improvements [0.90370455 0.09629545] probability [0.49546532 0.50453468] After improvements [0.93453128 0.06546872] probability [0.17756066 0.82243934] After improvements [0.88205179 0.11794821] probability [0.71124161 0.28875839] After improvements [0.94350693 0.05649307] probability [0.31339731 0.68660269] After improvements [0.8823396 0.1176604] probability [0.35089128 0.64910872] After improvements [0.84277766 0.15722234] probability [0.32522332 0.67477668] After improvements [0.89836553 0.10163447] probability [0.674892 0.325108] After improvements [0.93469927 0.06530073] probability [0.68562642 0.31437358] After improvements [0.94200658 0.05799342] probability [0.2970129 0.7029871] After improvements [0.88689598 0.11310402] probability [0.30382169 0.69617831] After improvements [0.89024752 0.10975248] probability [0.49232825 0.50767175] After improvements [0.91162202 0.08837798] probability [0.37180927 0.62819073] After improvements [0.8689365 0.1310635] probability [0.49722319 0.50277681] After improvements [0.87526972 0.12473028] probability [0.47995383 0.52004617] After improvements [0.91599724 0.08400276] probability [0.47280412 0.52719588] After improvements [0.85011425 0.14988575] probability [0.38533359 0.61466641] After improvements [0.87350577 0.12649423] probability [0.34748651 0.65251349] After improvements [0.90267782 0.09732218] probability [0.11979653 0.88020347] After improvements [0.81475138 0.18524862] probability [0.2666386 0.7333614] After improvements [0.88459828 0.11540172] probability [0.36687014 0.63312986] After improvements [0.91286351 0.08713649] probability [0.35906799 0.64093201] After improvements [0.90704133 0.09295867] probability [0.23533722 0.76466278] After improvements [0.85066125 0.14933875] probability [0.35806017 0.64193983] After improvements [0.86380759 0.13619241] probability [0.38029295 0.61970705] After improvements [0.86239009 0.13760991] probability [0.5150215 0.4849785] After improvements [0.9205153 0.0794847] probability [0.50330493 0.49669507] After improvements [0.89167204 0.10832796] probability [0.381322 0.618678] After improvements [0.92268434 0.07731566] probability [0.47262728 0.52737272] After improvements [0.84905053 0.15094947] probability [0.34622468 0.65377532] After improvements [0.90977519 0.09022481] probability [0.14390008 0.85609992] After improvements [0.83814118 0.16185882] probability [0.24619295 0.75380705] After improvements [0.84790949 0.15209051] probability [0.44556153 0.55443847] After improvements [0.92114388 0.07885612] probability [0.25812829 0.74187171] After improvements [0.86175894 0.13824106] probability [0.2973696 0.7026304] After improvements [0.85643385 0.14356615] probability [0.44268056 0.55731944] After improvements [0.90059712 0.09940288] probability [0.34135232 0.65864768] After improvements [0.91569069 0.08430931] probability [0.14755101 0.85244899] After improvements [0.86616771 0.13383229] probability [0.43464848 0.56535152] After improvements [0.93174342 0.06825658] probability [0.54282084 0.45717916] After improvements [0.89760685 0.10239315] probability [0.5323842 0.4676158] After improvements [0.95361017 0.04638983] probability [0.34751567 0.65248433] After improvements [0.90838864 0.09161136] probability [0.35819587 0.64180413] After improvements [0.9051656 0.0948344] probability [0.83264728 0.16735272] After improvements [0.97160743 0.02839257] probability [0.66985754 0.33014246] After improvements [0.94089313 0.05910687] probability [0.2917244 0.7082756] After improvements [0.88831792 0.11168208] probability [0.34857207 0.65142793] After improvements [0.91074295 0.08925705] probability [0.3119879 0.6880121] After improvements [0.8943024 0.1056976] probability [0.23293388 0.76706612] After improvements [0.85086375 0.14913625] probability [0.14457528 0.85542472] After improvements [0.827571 0.172429] probability [0.44994579 0.55005421] After improvements [0.93567364 0.06432636] probability [0.16365651 0.83634349] After improvements [0.87225053 0.12774947] probability [0.62238321 0.37761679] After improvements [0.94688562 0.05311438] probability [0.1697117 0.8302883] After improvements [0.88164427 0.11835573] probability [0.24434948 0.75565052] After improvements [0.90703147 0.09296853] probability [0.25565409 0.74434591] After improvements [0.86541282 0.13458718] probability [0.26917326 0.73082674] After improvements [0.87394055 0.12605945] probability [0.307572 0.692428] After improvements [0.88125054 0.11874946] probability [0.27784359 0.72215641] After improvements [0.87895401 0.12104599] probability [0.36301454 0.63698546] After improvements [0.92583514 0.07416486] probability [0.25524769 0.74475231] After improvements [0.90527619 0.09472381] probability [0.29868276 0.70131724] After improvements [0.88858493 0.11141507] probability [0.63594495 0.36405505] After improvements [0.91946663 0.08053337] probability [0.08831192 0.91168808] After improvements [0.87447789 0.12552211] probability [0.67311785 0.32688215] After improvements [0.92174337 0.07825663] probability [0.52953495 0.47046505] After improvements [0.91430967 0.08569033] probability [0.64185421 0.35814579] After improvements [0.92760559 0.07239441] probability [0.49971542 0.50028458] After improvements [0.85493279 0.14506721] probability [0.25255642 0.74744358] After improvements [0.87414179 0.12585821] probability [0.16108966 0.83891034] After improvements [0.80211206 0.19788794] probability [0.84288251 0.15711749] After improvements [0.98054777 0.01945223] probability [0.37985659 0.62014341] After improvements [0.91297596 0.08702404] probability [0.1370346 0.8629654] After improvements [0.86751196 0.13248804] probability [0.65794734 0.34205266] After improvements [0.94614905 0.05385095] probability [0.36546474 0.63453526] After improvements [0.8587333 0.1412667] probability [0.40798392 0.59201608] After improvements [0.89419451 0.10580549] probability [0.24281347 0.75718653] After improvements [0.8761671 0.1238329] probability [0.41849536 0.58150464] After improvements [0.85531004 0.14468996] probability [0.45080443 0.54919557] After improvements [0.88690036 0.11309964] probability [0.20724775 0.79275225] After improvements [0.82948944 0.17051056] probability [0.37746618 0.62253382] After improvements [0.85476565 0.14523435] probability [0.14522626 0.85477374] After improvements [0.85310482 0.14689518] probability [0.38467241 0.61532759] After improvements [0.81961125 0.18038875] probability [0.50420975 0.49579025] After improvements [0.94216472 0.05783528] probability [0.63791258 0.36208742] After improvements [0.94350595 0.05649405] probability [0.27345847 0.72654153] After improvements [0.86585991 0.13414009] probability [0.45928726 0.54071274] After improvements [0.86769508 0.13230492] probability [0.43082826 0.56917174] After improvements [0.90494883 0.09505117] probability [0.29131582 0.70868418] After improvements [0.85372272 0.14627728] probability [0.30827044 0.69172956] After improvements [0.84918888 0.15081112] probability [0.58021204 0.41978796] After improvements [0.91777103 0.08222897] probability [0.48872965 0.51127035] After improvements [0.86175894 0.13824106] probability [0.62895325 0.37104675] After improvements [0.94336854 0.05663146] probability [0.31940822 0.68059178] After improvements [0.87621211 0.12378789] probability [0.24629106 0.75370894] After improvements [0.85305475 0.14694525] probability [0.33007684 0.66992316] After improvements [0.84441486 0.15558514] probability [0.84891306 0.15108694] After improvements [0.96694114 0.03305886] probability [0.64970225 0.35029775] After improvements [0.93977468 0.06022532] probability [0.26418923 0.73581077] After improvements [0.86929802 0.13070198] probability [0.09702918 0.90297082] After improvements [0.84169643 0.15830357] probability [0.28694778 0.71305222] After improvements [0.88698498 0.11301502] probability [0.31866695 0.68133305] After improvements [0.89644253 0.10355747] probability [0.48166983 0.51833017] After improvements [0.91032073 0.08967927] probability [0.67421907 0.32578093] After improvements [0.96348906 0.03651094] probability [0.61403964 0.38596036] After improvements [0.92032496 0.07967504] probability [0.13992271 0.86007729] After improvements [0.82493423 0.17506577] probability [0.53808486 0.46191514] After improvements [0.93399096 0.06600904] probability [0.54734827 0.45265173] After improvements [0.90363957 0.09636043] probability [0.54118789 0.45881211] After improvements [0.89202166 0.10797834] probability [0.45220296 0.54779704] After improvements [0.94572645 0.05427355] probability [0.38805967 0.61194033] After improvements [0.81252562 0.18747438] probability [0.24966638 0.75033362] After improvements [0.87896022 0.12103978] probability [0.60576796 0.39423204] After improvements [0.91486187 0.08513813] probability [0.34565233 0.65434767] After improvements [0.85334524 0.14665476] probability [0.1428171 0.8571829] After improvements [0.87213413 0.12786587] probability [0.49184211 0.50815789] After improvements [0.95052552 0.04947448] probability [0.16945193 0.83054807] After improvements [0.838351 0.161649] probability [0.20748116 0.79251884] After improvements [0.84087853 0.15912147] probability [0.1806595 0.8193405] After improvements [0.82178902 0.17821098] probability [0.47019542 0.52980458] After improvements [0.8753331 0.1246669] probability [0.49993261 0.50006739] After improvements [0.90609131 0.09390869] probability [0.17200124 0.82799876] After improvements [0.87232335 0.12767665] probability [0.4538706 0.5461294] After improvements [0.94107617 0.05892383] probability [0.68494867 0.31505133] After improvements [0.93592127 0.06407873] probability [0.46331702 0.53668298] After improvements [0.90621599 0.09378401] probability [0.31324894 0.68675106] After improvements [0.89820966 0.10179034] probability [0.38433821 0.61566179] After improvements [0.93188552 0.06811448] probability [0.1717178 0.8282822] After improvements [0.81033615 0.18966385] probability [0.86497155 0.13502845] After improvements [0.96907958 0.03092042] probability [0.37284878 0.62715122] After improvements [0.8140523 0.1859477] probability [0.63464435 0.36535565] After improvements [0.94528124 0.05471876] probability [0.33965043 0.66034957] After improvements [0.86962358 0.13037642] probability [0.41635941 0.58364059] After improvements [0.9043461 0.0956539] probability [0.79740987 0.20259013] After improvements [0.94972448 0.05027552] probability [0.39764422 0.60235578] After improvements [0.91863739 0.08136261] probability [0.28609097 0.71390903] After improvements [0.88858545 0.11141455] probability [0.47171545 0.52828455] After improvements [0.90771335 0.09228665] probability [0.71227197 0.28772803] After improvements [0.95013459 0.04986541] probability [0.66743455 0.33256545] After improvements [0.91933361 0.08066639] probability [0.58170722 0.41829278] After improvements [0.9611332 0.0388668] probability [0.68529576 0.31470424] After improvements [0.93656963 0.06343037] probability [0.75655245 0.24344755] After improvements [0.96687461 0.03312539] probability [0.39834669 0.60165331] After improvements [0.8394673 0.1605327] probability [0.44329463 0.55670537] After improvements [0.94025821 0.05974179] probability [0.75047277 0.24952723] After improvements [0.95432188 0.04567812] probability [0.11095196 0.88904804] After improvements [0.8226978 0.1773022] probability [0.42178839 0.57821161] After improvements [0.92108169 0.07891831] probability [0.53931965 0.46068035] After improvements [0.93590412 0.06409588] probability [0.54833956 0.45166044] After improvements [0.93265025 0.06734975] probability [0.32151283 0.67848717] After improvements [0.85726626 0.14273374] probability [0.54917864 0.45082136] After improvements [0.9445817 0.0554183] probability [0.3022636 0.6977364] After improvements [0.8983394 0.1016606] probability [0.25839252 0.74160748] After improvements [0.86503795 0.13496205] probability [0.534207 0.465793] After improvements [0.9529732 0.0470268] probability [0.15369144 0.84630856] After improvements [0.81014372 0.18985628] probability [0.21041138 0.78958862] After improvements [0.83628826 0.16371174] probability [0.28787463 0.71212537] After improvements [0.92700076 0.07299924] probability [0.69670892 0.30329108] After improvements [0.92924452 0.07075548] probability [0.67787009 0.32212991] After improvements [0.9321731 0.0678269] probability [0.78074831 0.21925169] After improvements [0.95809159 0.04190841] probability [0.44412394 0.55587606] After improvements [0.93969385 0.06030615] probability [0.48673764 0.51326236] After improvements [0.94050002 0.05949998] probability [0.2552455 0.7447545] After improvements [0.86120004 0.13879996] probability [0.55499868 0.44500132] After improvements [0.94350595 0.05649405] probability [0.60562147 0.39437853] After improvements [0.95526814 0.04473186] probability [0.37960568 0.62039432] After improvements [0.92414755 0.07585245] probability [0.45491652 0.54508348] After improvements [0.94849095 0.05150905] probability [0.43416469 0.56583531] After improvements [0.95325978 0.04674022] probability [0.2013622 0.7986378] After improvements [0.86792728 0.13207272] probability [0.60887603 0.39112397] After improvements [0.94795478 0.05204522] probability [0.34291685 0.65708315] After improvements [0.90933149 0.09066851] probability [0.77647204 0.22352796] After improvements [0.95175184 0.04824816] probability [0.6637001 0.3362999] After improvements [0.96232206 0.03767794] probability [0.47035372 0.52964628] After improvements [0.93469047 0.06530953] probability [0.57498181 0.42501819] After improvements [0.95408914 0.04591086] probability [0.36526967 0.63473033] After improvements [0.85736948 0.14263052] probability [0.21423141 0.78576859] After improvements [0.83848021 0.16151979] probability [0.4276947 0.5723053] After improvements [0.90206224 0.09793776] probability [0.24788663 0.75211337] After improvements [0.89876813 0.10123187] probability [0.74952427 0.25047573] After improvements [0.95862198 0.04137802] probability [0.16372367 0.83627633] After improvements [0.87225111 0.12774889] probability [0.25440112 0.74559888] After improvements [0.84921677 0.15078323] probability [0.47162056 0.52837944] After improvements [0.90544607 0.09455393] probability [0.6146686 0.3853314] After improvements [0.91888486 0.08111514] probability [0.32825272 0.67174728] After improvements [0.84552853 0.15447147] probability [0.46821244 0.53178756] After improvements [0.91081344 0.08918656] probability [0.42915282 0.57084718] After improvements [0.89886994 0.10113006] probability [0.36903282 0.63096718] After improvements [0.81612737 0.18387263] probability [0.09707684 0.90292316] After improvements [0.85967886 0.14032114] probability [0.50955997 0.49044003] After improvements [0.91176084 0.08823916] probability [0.57461806 0.42538194] After improvements [0.93961568 0.06038432] probability [0.25465867 0.74534133] After improvements [0.87085312 0.12914688] probability [0.19028879 0.80971121] After improvements [0.87840412 0.12159588] probability [0.43748125 0.56251875] After improvements [0.92074233 0.07925767] probability [0.42041611 0.57958389] After improvements [0.88695308 0.11304692] probability [0.16592936 0.83407064] After improvements [0.87428903 0.12571097] probability [0.28697827 0.71302173] After improvements [0.91747833 0.08252167] probability [0.4887029 0.5112971] After improvements [0.92574323 0.07425677] probability [0.42186271 0.57813729] After improvements [0.87512704 0.12487296] probability [0.17778095 0.82221905] After improvements [0.84358787 0.15641213] probability [0.24888346 0.75111654] After improvements [0.85116415 0.14883585] probability [0.38157869 0.61842131] After improvements [0.8712869 0.1287131] probability [0.81524464 0.18475536] After improvements [0.94940986 0.05059014] probability [0.22622435 0.77377565] After improvements [0.88474443 0.11525557] probability [0.15653407 0.84346593] After improvements [0.88153633 0.11846367] probability [0.15063839 0.84936161] After improvements [0.84700188 0.15299812] probability [0.20399986 0.79600014] After improvements [0.83836341 0.16163659] probability [0.141556 0.858444] After improvements [0.87487862 0.12512138] probability [0.42375138 0.57624862] After improvements [0.88968811 0.11031189] probability [0.20572938 0.79427062] After improvements [0.83632472 0.16367528] probability [0.44187277 0.55812723] After improvements [0.88693502 0.11306498] probability [0.1986457 0.8013543] After improvements [0.8022805 0.1977195] probability [0.23076041 0.76923959] After improvements [0.87868369 0.12131631] probability [0.26102527 0.73897473] After improvements [0.88713002 0.11286998] probability [0.48674753 0.51325247] After improvements [0.9628753 0.0371247] probability [0.14822091 0.85177909] After improvements [0.83113445 0.16886555] probability [0.23899111 0.76100889] After improvements [0.84058981 0.15941019] probability [0.14982382 0.85017618] After improvements [0.87448234 0.12551766] probability [0.53175367 0.46824633] After improvements [0.92354222 0.07645778] probability [0.26486018 0.73513982] After improvements [0.86299719 0.13700281] probability [0.39329209 0.60670791] After improvements [0.92293526 0.07706474] probability [0.404082 0.595918] After improvements [0.84993626 0.15006374] probability [0.20110634 0.79889366] After improvements [0.81992778 0.18007222] probability [0.63625931 0.36374069] After improvements [0.89294599 0.10705401] probability [0.27295726 0.72704274] After improvements [0.8563153 0.1436847] probability [0.18556482 0.81443518] After improvements [0.81172852 0.18827148] probability [0.24350955 0.75649045] After improvements [0.87007909 0.12992091] probability [0.24242656 0.75757344] After improvements [0.85826453 0.14173547] probability [0.68435853 0.31564147] After improvements [0.94336348 0.05663652] probability [0.40286257 0.59713743] After improvements [0.87669377 0.12330623] probability [0.29508996 0.70491004] After improvements [0.87841945 0.12158055] probability [0.53830701 0.46169299] After improvements [0.92698878 0.07301122] probability [0.23894283 0.76105717] After improvements [0.8628544 0.1371456] probability [0.36099801 0.63900199] After improvements [0.9217878 0.0782122] probability [0.25088052 0.74911948] After improvements [0.81612188 0.18387812] probability [0.50410541 0.49589459] After improvements [0.92463704 0.07536296] probability [0.32635048 0.67364952] After improvements [0.90744611 0.09255389] probability [0.56307437 0.43692563] After improvements [0.93521484 0.06478516] probability [0.38782064 0.61217936] After improvements [0.88097309 0.11902691] probability [0.33388766 0.66611234] After improvements [0.86201299 0.13798701] probability [0.22728601 0.77271399] After improvements [0.83466339 0.16533661] probability [0.83788553 0.16211447] After improvements [0.97118566 0.02881434] probability [0.58247831 0.41752169] After improvements [0.90802672 0.09197328] probability [0.20414437 0.79585563] After improvements [0.82301065 0.17698935] probability [0.68024732 0.31975268] After improvements [0.97174722 0.02825278] probability [0.36109472 0.63890528] After improvements [0.80405439 0.19594561] probability [0.65391825 0.34608175] After improvements [0.95613179 0.04386821] probability [0.57522772 0.42477228] After improvements [0.96569363 0.03430637] probability [0.45452238 0.54547762] After improvements [0.86018095 0.13981905] probability [0.21039789 0.78960211] After improvements [0.84904898 0.15095102] probability [0.21505407 0.78494593] After improvements [0.84720633 0.15279367] probability [0.72866049 0.27133951] After improvements [0.94683202 0.05316798] probability [0.21821746 0.78178254] After improvements [0.80448893 0.19551107] probability [0.27613691 0.72386309] After improvements [0.87305454 0.12694546] probability [0.72712245 0.27287755] After improvements [0.95058415 0.04941585] probability [0.59524286 0.40475714] After improvements [0.94716406 0.05283594] probability [0.26423701 0.73576299] After improvements [0.80378258 0.19621742] probability [0.34161584 0.65838416] After improvements [0.90694435 0.09305565] probability [0.25113445 0.74886555] After improvements [0.88370021 0.11629979] probability [0.41318438 0.58681562] After improvements [0.90591806 0.09408194] probability [0.47018116 0.52981884] After improvements [0.94278444 0.05721556] probability [0.30402455 0.69597545] After improvements [0.8977264 0.1022736] probability [0.34048484 0.65951516] After improvements [0.8792952 0.1207048] probability [0.37791039 0.62208961] After improvements [0.82745536 0.17254464] probability [0.33174543 0.66825457] After improvements [0.8737673 0.1262327] probability [0.65660541 0.34339459] After improvements [0.93225059 0.06774941] probability [0.43057509 0.56942491] After improvements [0.91711984 0.08288016] probability [0.45266896 0.54733104] After improvements [0.93245271 0.06754729] probability [0.50065532 0.49934468] After improvements [0.87873782 0.12126218] probability [0.58157418 0.41842582] After improvements [0.90538739 0.09461261] probability [0.1704381 0.8295619] After improvements [0.88609171 0.11390829] probability [0.12849353 0.87150647] After improvements [0.8096018 0.1903982] probability [0.47940659 0.52059341] After improvements [0.91652901 0.08347099] probability [0.23021212 0.76978788] After improvements [0.87070499 0.12929501] probability [0.16042263 0.83957737] After improvements [0.88189389 0.11810611] probability [0.32520071 0.67479929] After improvements [0.90837781 0.09162219] probability [0.14750393 0.85249607] After improvements [0.86234484 0.13765516] probability [0.18866825 0.81133175] After improvements [0.82102512 0.17897488] probability [0.20570561 0.79429439] After improvements [0.8699431 0.1300569] probability [0.52833297 0.47166703] After improvements [0.91392879 0.08607121] probability [0.3330063 0.6669937] After improvements [0.93461979 0.06538021] probability [0.3699881 0.6300119] After improvements [0.84398859 0.15601141] probability [0.57650137 0.42349863] After improvements [0.93097742 0.06902258] probability [0.37407203 0.62592797] After improvements [0.91363627 0.08636373] probability [0.15752616 0.84247384] After improvements [0.8349759 0.1650241] probability [0.41014398 0.58985602] After improvements [0.90291489 0.09708511] probability [0.31823947 0.68176053] After improvements [0.89633961 0.10366039] probability [0.61225347 0.38774653] After improvements [0.94200758 0.05799242] probability [0.83663961 0.16336039] After improvements [0.97283739 0.02716261] probability [0.64760363 0.35239637] After improvements [0.96243922 0.03756078] probability [0.18789293 0.81210707] After improvements [0.82157556 0.17842444] probability [0.56897774 0.43102226] After improvements [0.93293794 0.06706206] probability [0.56255059 0.43744941] After improvements [0.9305436 0.0694564] probability [0.61121746 0.38878254] After improvements [0.9153589 0.0846411] probability [0.5152326 0.4847674] After improvements [0.93297374 0.06702626] probability [0.62628769 0.37371231] After improvements [0.94861281 0.05138719] probability Število priporočil: 4630 Priporočila so bila shranjena v datoteko: prediabetic_recommendations.csv
Random forest model¶
import pandas as pd
import numpy as np
# Osredotočimo se na prediabetike
prediabetics = data_filtered[data_filtered['Diabetes_012'] == 1].copy()
print(prediabetics['Diabetes_012'].value_counts())
prediabetics.to_csv('prediabetic_only.csv', index=False)
# Sprememba izbranih značilk za analizo
selected_features = X.columns.tolist()
step_size = 1
recommendations = []
max_iterations = 21 # Nastavimo največje dovoljeno število iteracij
for index, row in prediabetics.iterrows():
modified_row = row.copy()
# Napoved verjetnosti z Random Forest
previous_proba = rf_model_binary.predict_proba(pd.DataFrame([modified_row[X.columns]], columns=X.columns))[0]
print(previous_proba)
iteration = 0 # Števec iteracij
while iteration < max_iterations:
improved = False # Sledenje, če je prišlo do izboljšanja
for feature in selected_features:
for direction in [-1, 1]: # Znižanje ali povišanje
temp_row = modified_row.copy()
temp_row[feature] += direction * step_size
# Kvantitativne spremenljivke
if feature == 'BMI':
temp_row[feature] = temp_row[feature].clip(0, 9999)
elif feature in ['MenHlth', 'PhysHlth']:
temp_row[feature] = temp_row[feature].clip(0, 30)
# Ordinalne spremenljivke
elif feature == 'GenHlth':
temp_row[feature] = temp_row[feature].clip(1, 5)
elif feature == 'Age':
temp_row[feature] = temp_row[feature].clip(1, 13)
elif feature == 'Education':
temp_row[feature] = temp_row[feature].clip(1, 6)
elif feature == 'Income':
temp_row[feature] = temp_row[feature].clip(1, 8)
# Nominalne spremenljivke
elif feature in ['HighBP', 'HighChol', 'PhysActivity', 'CholCheck', 'Smoker', 'Stroke', 'HeartDiseaseorAttack', 'Fruits', 'Veggies', 'HvyAlcoholConsump', 'AnyHealthcare', 'NoDocbcCost', 'DiffWalk', 'Sex']:
temp_row[feature] = temp_row[feature].clip(0, 1)
# Preveri novo napoved z Random Forest
proba = rf_model_binary.predict_proba(pd.DataFrame([temp_row[X.columns]], columns=X.columns))[0]
if proba[0] > previous_proba[0]: # Če je izboljšanje, posodobi
modified_row = temp_row
previous_proba = proba
improved = True # Označi, da je prišlo do izboljšanja
# Če dosežemo prag za nediabetika, zaključimo
if previous_proba[0] > 0.8:
print(f"After improvements {previous_proba} probability")
recommendations.append({
'Index': index,
'Modified Row': modified_row,
'Probability (Nediabetik)': previous_proba
})
break
# Če ni več izboljšav, končaj zanko
if not improved:
break
iteration += 1 # Povečaj števec iteracij
# Pretvori priporočila v DataFrame
recommendations_df = pd.DataFrame(recommendations)
# Preveri, če obstajajo rezultati
if not recommendations_df.empty:
recommendations_df.sort_values(by=['Index'], ascending=True, inplace=True)
print(f"Število priporočil: {len(recommendations)}")
output_file = 'prediabetic_recommendations_rf.csv'
recommendations_df.to_csv(output_file, index=False)
print(f"Priporočila so bila shranjena v datoteko: {output_file}")
else:
print("Ni priporočil za nobenega prediabetika.")
Diabetes_012 1 4631 Name: count, dtype: int64 [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.41 0.59] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.98 0.02] probability [0.31 0.69] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.3 0.7] After improvements [0.98 0.02] probability [0.38 0.62] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.98 0.02] probability [0.43 0.57] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.25 0.75] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.98 0.02] probability [0.37 0.63] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.97 0.03] probability [0.37 0.63] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.98 0.02] probability [0.36 0.64] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.22 0.78] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.98 0.02] probability [0.33 0.67] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.24 0.76] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.97 0.03] probability [0.43 0.57] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.48385714 0.51614286] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.26 0.74] After improvements [0.97 0.03] probability [0.41 0.59] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.25 0.75] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.98 0.02] probability [0.35 0.65] After improvements [0.96 0.04] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.88445581 0.11554419] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.98 0.02] probability [0.43 0.57] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.46 0.54] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.98 0.02] probability [0.29 0.71] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.4 0.6] After improvements [0.96 0.04] probability [0.3 0.7] After improvements [0.98 0.02] probability [0.32 0.68] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.98 0.02] probability [0.34 0.66] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [0.98 0.02] probability [0.38 0.62] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.29583333 0.70416667] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.28 0.72] After improvements [0.98 0.02] probability [0.37 0.63] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.26 0.74] After improvements [0.97 0.03] probability [0.28 0.72] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.46 0.54] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.15 0.85] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.24 0.76] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.26 0.74] After improvements [1. 0.] probability [0.23 0.77] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.345 0.655] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.28 0.72] After improvements [0.96 0.04] probability [0.35 0.65] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.99 0.01] probability [0.4 0.6] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.47 0.53] After improvements [1. 0.] probability [0.6800119 0.3199881] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.98 0.02] probability [0.38 0.62] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.55741667 0.44258333] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.60204762 0.39795238] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.48 0.52] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.445 0.555] After improvements [1. 0.] probability [0.4 0.6] After improvements [0.99 0.01] probability [0.41 0.59] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.99 0.01] probability [0.51285714 0.48714286] After improvements [1. 0.] probability [0.5515 0.4485] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.98 0.02] probability [0.35 0.65] After improvements [0.98 0.02] probability [0.33 0.67] After improvements [1. 0.] probability [0.27 0.73] After improvements [0.97 0.03] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.35516667 0.64483333] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.98 0.02] probability [0.42 0.58] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.98 0.02] probability [0.36 0.64] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.43 0.57] After improvements [1. 0.] probability [0.5215 0.4785] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.28 0.72] After improvements [0.97 0.03] probability [0.58758333 0.41241667] After improvements [1. 0.] probability [0.27 0.73] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.96 0.04] probability [0.32 0.68] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.95916093 0.04083907] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.26 0.74] After improvements [0.98 0.02] probability [0.46 0.54] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.84068903 0.15931097] After improvements [1. 0.] probability [0.707 0.293] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.96431742 0.03568258] After improvements [1. 0.] probability [0.74778175 0.25221825] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.50233333 0.49766667] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.99 0.01] probability [0.44 0.56] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.98 0.02] probability [0.46 0.54] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [1. 0.] probability [0.5695 0.4305] After improvements [1. 0.] probability [0.55504762 0.44495238] After improvements [1. 0.] probability [0.4 0.6] After improvements [0.97 0.03] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.28 0.72] After improvements [0.99 0.01] probability [0.3 0.7] After improvements [1. 0.] probability [0.53783333 0.46216667] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.95 0.05] probability [0.29 0.71] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.97 0.03] probability [0.32 0.68] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.98 0.02] probability [0.39 0.61] After improvements [1. 0.] probability [0.8391627 0.1608373] After improvements [1. 0.] probability [0.8717404 0.1282596] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.76290404 0.23709596] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.98 0.02] probability [0.35 0.65] After improvements [1. 0.] probability [0.51038889 0.48961111] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.97 0.03] probability [0.34 0.66] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.61733333 0.38266667] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.26 0.74] After improvements [0.99 0.01] probability [0.43 0.57] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.27 0.73] After improvements [0.99 0.01] probability [0.4 0.6] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.489 0.511] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.77 0.23] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.70634524 0.29365476] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.49 0.51] After improvements [0.98 0.02] probability [0.44 0.56] After improvements [1. 0.] probability [0.305 0.695] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.4 0.6] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.53 0.47] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.55680952 0.44319048] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.95 0.05] probability [0.31 0.69] After improvements [0.97 0.03] probability [0.43 0.57] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.42 0.58] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [0.98 0.02] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.28 0.72] After improvements [0.98 0.02] probability [0.3 0.7] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.59778571 0.40221429] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.98 0.02] probability [0.37 0.63] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.98 0.02] probability [0.37 0.63] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.55875 0.44125] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.44 0.56] After improvements [1. 0.] probability [0.74841667 0.25158333] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.97 0.03] probability [0.44 0.56] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.28 0.72] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.97 0.03] probability [0.33 0.67] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.98 0.02] probability [0.39 0.61] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.604 0.396] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.27 0.73] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.97 0.03] probability [0.31 0.69] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.51883333 0.48116667] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.23 0.77] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.25 0.75] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.50428571 0.49571429] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.98 0.02] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.6225 0.3775] After improvements [1. 0.] probability [0.44 0.56] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.97 0.03] probability [0.42 0.58] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.50047619 0.49952381] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.98 0.02] probability [0.3 0.7] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.25 0.75] After improvements [0.98 0.02] probability [0.43 0.57] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.23 0.77] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.42 0.58] After improvements [1. 0.] probability [0.66233333 0.33766667] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.98 0.02] probability [0.31 0.69] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.24 0.76] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.98 0.02] probability [0.61371429 0.38628571] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.98 0.02] probability [0.33433333 0.66566667] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.51 0.49] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.89730753 0.10269247] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.26 0.74] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.26 0.74] After improvements [0.99 0.01] probability [0.41 0.59] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.67416667 0.32583333] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.99 0.01] probability [0.64829762 0.35170238] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.44 0.56] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.395 0.605] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.95694119 0.04305881] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.56861905 0.43138095] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.19 0.81] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.355 0.645] After improvements [1. 0.] probability [0.26 0.74] After improvements [0.99 0.01] probability [0.51233333 0.48766667] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.41 0.59] After improvements [0.98 0.02] probability [0.27 0.73] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.60909524 0.39090476] After improvements [1. 0.] probability [0.27 0.73] After improvements [0.98 0.02] probability [0.32 0.68] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.98 0.02] probability [0.32 0.68] After improvements [1. 0.] probability [0.47 0.53] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.569 0.431] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.22 0.78] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.97 0.03] probability [0.31 0.69] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.69699206 0.30300794] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.36433333 0.63566667] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.98 0.02] probability [0.29 0.71] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.68497619 0.31502381] After improvements [1. 0.] probability [0.24 0.76] After improvements [0.99 0.01] probability [0.53589394 0.46410606] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.27833333 0.72166667] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.52 0.48] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.56533333 0.43466667] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.27 0.73] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.78827778 0.21172222] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.99 0.01] probability [0.51383333 0.48616667] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.77889286 0.22110714] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.42 0.58] After improvements [1. 0.] probability [0.27 0.73] After improvements [0.98 0.02] probability [0.41 0.59] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.86451734 0.13548266] After improvements [1. 0.] probability [0.265 0.735] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.568 0.432] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.27 0.73] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.25 0.75] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.90421137 0.09578863] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.98 0.02] probability [0.38 0.62] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.3 0.7] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.97 0.03] probability [0.33 0.67] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.13 0.87] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.5505 0.4495] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.55227778 0.44772222] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.29 0.71] After improvements [1. 0.] probability [0.72616667 0.27383333] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.69424603 0.30575397] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.25 0.75] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.72857937 0.27142063] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.98 0.02] probability [0.25 0.75] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.99 0.01] probability [0.29 0.71] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.23 0.77] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.99 0.01] probability [0.42 0.58] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.45 0.55] After improvements [0.98 0.02] probability [0.39 0.61] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.408 0.592] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.53683333 0.46316667] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.83572527 0.16427473] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.2 0.8] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.4 0.6] After improvements [0.97 0.03] probability [0.33 0.67] After improvements [0.98 0.02] probability [0.26 0.74] After improvements [0.99 0.01] probability [0.43 0.57] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.60502381 0.39497619] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.84601479 0.15398521] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.2 0.8] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.49 0.51] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.27 0.73] After improvements [0.99 0.01] probability [0.29 0.71] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.24 0.76] After improvements [0.99 0.01] probability [0.39 0.61] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.517 0.483] After improvements [1. 0.] probability [0.51392857 0.48607143] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.60166667 0.39833333] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.24 0.76] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.98 0.02] probability [0.42 0.58] After improvements [0.97 0.03] probability [0.35 0.65] After improvements [1. 0.] probability [0.56245238 0.43754762] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.97 0.03] probability [0.45 0.55] After improvements [1. 0.] probability [0.65347619 0.34652381] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.3025 0.6975] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.459 0.541] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.98 0.02] probability [0.39 0.61] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.8986342 0.1013658] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.49816667 0.50183333] After improvements [1. 0.] probability [0.50732143 0.49267857] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.53647619 0.46352381] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.39666667 0.60333333] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.429 0.571] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.74714286 0.25285714] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.53816667 0.46183333] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.21 0.79] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.5107619 0.4892381] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.24 0.76] After improvements [1. 0.] probability [0.34666667 0.65333333] After improvements [0.97 0.03] probability [0.47 0.53] After improvements [1. 0.] probability [0.42 0.58] After improvements [0.99 0.01] probability [0.39 0.61] After improvements [1. 0.] probability [0.4 0.6] After improvements [0.98 0.02] probability [0.37 0.63] After improvements [0.98 0.02] probability [0.35 0.65] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.28 0.72] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.47 0.53] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.53059524 0.46940476] After improvements [1. 0.] probability [0.5905 0.4095] After improvements [1. 0.] probability [0.70395238 0.29604762] After improvements [1. 0.] probability [0.22 0.78] After improvements [1. 0.] probability [0.74015079 0.25984921] After improvements [1. 0.] probability [0.57983333 0.42016667] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.4 0.6] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.73916667 0.26083333] After improvements [1. 0.] probability [0.57433333 0.42566667] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.25 0.75] After improvements [0.99 0.01] probability [0.28 0.72] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.98 0.02] probability [0.33 0.67] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.28 0.72] After improvements [0.97 0.03] probability [0.37 0.63] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.56316667 0.43683333] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.42 0.58] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.98 0.02] probability [0.37 0.63] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.98 0.02] probability [0.42 0.58] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.39 0.61] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.25 0.75] After improvements [1. 0.] probability [0.25 0.75] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.98 0.02] probability [0.37 0.63] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.98 0.02] probability [0.38 0.62] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.49 0.51] After improvements [0.98 0.02] probability [0.3 0.7] After improvements [0.98 0.02] probability [0.36 0.64] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.27 0.73] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.56533333 0.43466667] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.86593787 0.13406213] After improvements [1. 0.] probability [0.55383333 0.44616667] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.75490476 0.24509524] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.73116991 0.26883009] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.49 0.51] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.98 0.02] probability [0.34 0.66] After improvements [0.97 0.03] probability [0.36 0.64] After improvements [1. 0.] probability [0.25 0.75] After improvements [0.98 0.02] probability [0.25 0.75] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.97 0.03] probability [0.34 0.66] After improvements [1. 0.] probability [0.22 0.78] After improvements [1. 0.] probability [0.4 0.6] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.4 0.6] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.58402381 0.41597619] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.4 0.6] After improvements [0.97 0.03] probability [0.37 0.63] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [0.97 0.03] probability [0.25 0.75] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.25 0.75] After improvements [1. 0.] probability [0.52916667 0.47083333] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.48 0.52] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.99 0.01] probability [0.3 0.7] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.40333333 0.59666667] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.27 0.73] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.99 0.01] probability [0.4 0.6] After improvements [0.97 0.03] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.96 0.04] probability [0.4 0.6] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.48 0.52] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.42 0.58] After improvements [0.99 0.01] probability [0.46 0.54] After improvements [1. 0.] probability [0.57683333 0.42316667] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.98 0.02] probability [0.13 0.87] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.47 0.53] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.60933333 0.39066667] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.74466667 0.25533333] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.25 0.75] After improvements [1. 0.] probability [0.28 0.72] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.98 0.02] probability [0.47 0.53] After improvements [1. 0.] probability [0.27 0.73] After improvements [0.97 0.03] probability [0.35 0.65] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.53259524 0.46740476] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.44 0.56] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.26 0.74] After improvements [0.99 0.01] probability [0.25 0.75] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.67738095 0.32261905] After improvements [1. 0.] probability [0.64340476 0.35659524] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.47 0.53] After improvements [0.98 0.02] probability [0.34 0.66] After improvements [1. 0.] probability [0.25 0.75] After improvements [1. 0.] probability [0.533 0.467] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.29 0.71] After improvements [0.98 0.02] probability [0.62954762 0.37045238] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.31333333 0.68666667] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.435 0.565] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.25 0.75] After improvements [1. 0.] probability [0.58983333 0.41016667] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.43 0.57] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.98 0.02] probability [0.34 0.66] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.99 0.01] probability [0.7469127 0.2530873] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.71608333 0.28391667] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.22 0.78] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.99 0.01] probability [0.23 0.77] After improvements [0.99 0.01] probability [0.28 0.72] After improvements [0.98 0.02] probability [0.39 0.61] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.98 0.02] probability [0.65664286 0.34335714] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.98 0.02] probability [0.34 0.66] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.96 0.04] probability [0.3675 0.6325] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.61083333 0.38916667] After improvements [1. 0.] probability [0.48 0.52] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.98 0.02] probability [0.32 0.68] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.67604762 0.32395238] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.43 0.57] After improvements [0.99 0.01] probability [0.7099881 0.2900119] After improvements [1. 0.] probability [0.80343939 0.19656061] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.19 0.81] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.98 0.02] probability [0.4 0.6] After improvements [1. 0.] probability [0.53066667 0.46933333] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.49933333 0.50066667] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.42 0.58] After improvements [0.97 0.03] probability [0.35 0.65] After improvements [1. 0.] probability [0.616 0.384] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.26 0.74] After improvements [0.98 0.02] probability [0.36 0.64] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.372 0.628] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.56533333 0.43466667] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.26 0.74] After improvements [0.95 0.05] probability [0.32 0.68] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.57733333 0.42266667] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.99 0.01] probability [0.88706442 0.11293558] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.99 0.01] probability [0.29 0.71] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.25 0.75] After improvements [0.98 0.02] probability [0.42 0.58] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.98 0.02] probability [0.37 0.63] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.42 0.58] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.24 0.76] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.314 0.686] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [0.98 0.02] probability [0.42 0.58] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.85861869 0.14138131] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.42 0.58] After improvements [0.96 0.04] probability [0.38 0.62] After improvements [0.96 0.04] probability [0.22 0.78] After improvements [0.96 0.04] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.92043222 0.07956778] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.98 0.02] probability [0.4 0.6] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.28 0.72] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.94 0.06] probability [0.36 0.64] After improvements [1. 0.] probability [0.23 0.77] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.27 0.73] After improvements [0.99 0.01] probability [0.46 0.54] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.48 0.52] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.97 0.03] probability [0.36 0.64] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.43 0.57] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.48 0.52] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.47 0.53] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.99 0.01] probability [0.25 0.75] After improvements [1. 0.] probability [0.42 0.58] After improvements [0.97 0.03] probability [0.36 0.64] After improvements [0.97 0.03] probability [0.3 0.7] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.98 0.02] probability [0.34 0.66] After improvements [1. 0.] probability [0.2 0.8] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.41 0.59] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.345 0.655] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.24 0.76] After improvements [0.98 0.02] probability [0.35 0.65] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.62283333 0.37716667] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.21 0.79] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.26 0.74] After improvements [0.98 0.02] probability [0.39 0.61] After improvements [0.98 0.02] probability [0.34 0.66] After improvements [0.99 0.01] probability [0.4 0.6] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.4 0.6] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.98 0.02] probability [0.3325 0.6675] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.98 0.02] probability [0.39 0.61] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.44 0.56] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.47 0.53] After improvements [0.99 0.01] probability [0.28 0.72] After improvements [0.98 0.02] probability [0.38 0.62] After improvements [1. 0.] probability [0.54316667 0.45683333] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.19 0.81] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.56933333 0.43066667] After improvements [1. 0.] probability [0.63966667 0.36033333] After improvements [1. 0.] probability [0.5325 0.4675] After improvements [1. 0.] probability [0.365 0.635] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.99 0.01] probability [0.27 0.73] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.28 0.72] After improvements [0.96 0.04] probability [0.34 0.66] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.25 0.75] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.80219336 0.19780664] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.24 0.76] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.66252381 0.33747619] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.59883333 0.40116667] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.98 0.02] probability [0.265 0.735] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.97 0.03] probability [0.29 0.71] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.6095 0.3905] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.98 0.02] probability [0.35 0.65] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.46 0.54] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.96 0.04] probability [0.31 0.69] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.99 0.01] probability [0.24 0.76] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.21 0.79] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.98 0.02] probability [0.36 0.64] After improvements [0.98 0.02] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.275 0.725] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.55033333 0.44966667] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.47 0.53] After improvements [1. 0.] probability [0.21 0.79] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [0.98 0.02] probability [0.38 0.62] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.43 0.57] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.57116667 0.42883333] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.98 0.02] probability [0.49738095 0.50261905] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.53 0.47] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.358 0.642] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.46 0.54] After improvements [0.98 0.02] probability [0.26 0.74] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.98 0.02] probability [0.38 0.62] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.28166667 0.71833333] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.97 0.03] probability [0.25 0.75] After improvements [0.96 0.04] probability [0.50211905 0.49788095] After improvements [0.99 0.01] probability [0.28 0.72] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.29 0.71] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.41 0.59] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.56333333 0.43666667] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.22 0.78] After improvements [0.99 0.01] probability [0.47 0.53] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.96 0.04] probability [0.4 0.6] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.4 0.6] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.23 0.77] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.99 0.01] probability [0.39 0.61] After improvements [1. 0.] probability [0.25 0.75] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.63383333 0.36616667] After improvements [1. 0.] probability [0.47 0.53] After improvements [0.99 0.01] probability [0.42 0.58] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.98 0.02] probability [0.37 0.63] After improvements [1. 0.] probability [0.4 0.6] After improvements [0.98 0.02] probability [0.37 0.63] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.4 0.6] After improvements [0.98 0.02] probability [0.34 0.66] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.43 0.57] After improvements [0.99 0.01] probability [0.42 0.58] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.86761766 0.13238234] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.9925 0.0075] probability [0.39 0.61] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.355 0.645] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.94541979 0.05458021] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.81337302 0.18662698] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.98 0.02] probability [0.32 0.68] After improvements [1. 0.] probability [0.25 0.75] After improvements [0.98 0.02] probability [0.41 0.59] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.54028571 0.45971429] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.58904762 0.41095238] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.98 0.02] probability [0.32 0.68] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.48216667 0.51783333] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.7092619 0.2907381] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.23 0.77] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.47 0.53] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.98 0.02] probability [0.33 0.67] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.49 0.51] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.98 0.02] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [0.98 0.02] probability [0.33 0.67] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.96 0.04] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.32738095 0.67261905] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.3455 0.6545] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.36666667 0.63333333] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.97 0.03] probability [0.27 0.73] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.98 0.02] probability [0.8005119 0.1994881] After improvements [1. 0.] probability [0.24 0.76] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.345 0.655] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.70664286 0.29335714] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.3225 0.6775] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.97 0.03] probability [0.3 0.7] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.3 0.7] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.98 0.02] probability [0.28 0.72] After improvements [1. 0.] probability [0.39333333 0.60666667] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.98 0.02] probability [0.33 0.67] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.338 0.662] After improvements [1. 0.] probability [0.24 0.76] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.56361905 0.43638095] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.3 0.7] After improvements [1. 0.] probability [0.50421429 0.49578571] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.86210032 0.13789968] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.41 0.59] After improvements [1. 0.] probability [0.96659374 0.03340626] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.98 0.02] probability [0.39 0.61] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.99 0.01] probability [0.3 0.7] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.68611905 0.31388095] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.69882143 0.30117857] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.54325 0.45675] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.43 0.57] After improvements [0.99 0.01] probability [0.64557143 0.35442857] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.89435065 0.10564935] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.24 0.76] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.99 0.01] probability [0.44 0.56] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.98 0.02] probability [0.28 0.72] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.24 0.76] After improvements [1. 0.] probability [0.25 0.75] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.52216667 0.47783333] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.5595 0.4405] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.26 0.74] After improvements [0.97 0.03] probability [0.46 0.54] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.97 0.03] probability [0.27 0.73] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.98 0.02] probability [0.41 0.59] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.48 0.52] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.24 0.76] After improvements [0.97 0.03] probability [0.25 0.75] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.559 0.441] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.48 0.52] After improvements [0.98 0.02] probability [0.26 0.74] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.546 0.454] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.81154762 0.18845238] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.5455 0.4545] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.83982107 0.16017893] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.42 0.58] After improvements [0.99 0.01] probability [0.42 0.58] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.43 0.57] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.55333333 0.44666667] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.95 0.05] probability [0.35 0.65] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.98 0.02] probability [0.33 0.67] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.52428571 0.47571429] After improvements [1. 0.] probability [0.24 0.76] After improvements [0.99 0.01] probability [0.24 0.76] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.89132964 0.10867036] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.74036905 0.25963095] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.29 0.71] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.98 0.02] probability [0.64929365 0.35070635] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.98 0.02] probability [0.27 0.73] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.97 0.03] probability [0.39 0.61] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.52316667 0.47683333] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.46 0.54] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.54638095 0.45361905] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.3 0.7] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.18 0.82] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.46 0.54] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.26 0.74] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.29833333 0.70166667] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.97 0.03] probability [0.6437381 0.3562619] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.99 0.01] probability [0.60959524 0.39040476] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.98 0.02] probability [0.3 0.7] After improvements [1. 0.] probability [0.46 0.54] After improvements [1. 0.] probability [0.364 0.636] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.97 0.03] probability [0.41 0.59] After improvements [0.98 0.02] probability [0.29 0.71] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.62366667 0.37633333] After improvements [1. 0.] probability [0.72959921 0.27040079] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.98 0.02] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.41 0.59] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.48 0.52] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.98 0.02] probability [0.37 0.63] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.98 0.02] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.22 0.78] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.28 0.72] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.25 0.75] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.24 0.76] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.57383333 0.42616667] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [0.97 0.03] probability [0.31 0.69] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.95 0.05] probability [0.28 0.72] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.5745 0.4255] After improvements [1. 0.] probability [0.23 0.77] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.26 0.74] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.98 0.02] probability [0.46 0.54] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.335 0.665] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.76114683 0.23885317] After improvements [1. 0.] probability [0.70354762 0.29645238] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.68553571 0.31446429] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.97 0.03] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.29 0.71] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.33916667 0.66083333] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.582 0.418] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.54428571 0.45571429] After improvements [1. 0.] probability [0.31666667 0.68333333] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.98 0.02] probability [0.34 0.66] After improvements [0.99 0.01] probability [0.39 0.61] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.325 0.675] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.28 0.72] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.26 0.74] After improvements [0.99 0.01] probability [0.3 0.7] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.4 0.6] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.65690476 0.34309524] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.4 0.6] After improvements [0.99 0.01] probability [0.70716667 0.29283333] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.71071429 0.28928571] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.54388095 0.45611905] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.92 0.08] probability [0.28 0.72] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.55766667 0.44233333] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.27 0.73] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.98 0.02] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.22 0.78] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.54483333 0.45516667] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.6305 0.3695] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [1. 0.] probability [0.82166608 0.17833392] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.79370996 0.20629004] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.24 0.76] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.5 0.5] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.44 0.56] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.27 0.73] After improvements [1. 0.] probability [0.70163095 0.29836905] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.57783333 0.42216667] After improvements [1. 0.] probability [0.46 0.54] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.59988095 0.40011905] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.316 0.684] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.60433333 0.39566667] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.96 0.04] probability [0.34 0.66] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.24 0.76] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.4 0.6] After improvements [0.98 0.02] probability [0.36 0.64] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.40742857 0.59257143] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.98 0.02] probability [0.74335714 0.25664286] After improvements [1. 0.] probability [0.53733333 0.46266667] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.98 0.02] probability [0.37 0.63] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.49705556 0.50294444] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.81559044 0.18440956] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.57402381 0.42597619] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.4 0.6] After improvements [1. 0.] probability [0.60216667 0.39783333] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.98 0.02] probability [0.31 0.69] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.4545 0.5455] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.99 0.01] probability [0.589 0.411] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.98 0.02] probability [0.95823548 0.04176452] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.97 0.03] probability [0.37 0.63] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.99 0.01] probability [0.53 0.47] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.25 0.75] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.18 0.82] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.28 0.72] After improvements [0.99 0.01] probability [0.28 0.72] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.4 0.6] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.5545 0.4455] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.406 0.594] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.24 0.76] After improvements [1. 0.] probability [0.23 0.77] After improvements [0.99 0.01] probability [0.65205952 0.34794048] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.27 0.73] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.97778674 0.02221326] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.46 0.54] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.98 0.02] probability [0.54 0.46] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.54483333 0.45516667] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.27 0.73] After improvements [1. 0.] probability [0.46 0.54] After improvements [1. 0.] probability [0.55283333 0.44716667] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.60966667 0.39033333] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.43 0.57] After improvements [0.99 0.01] probability [0.22 0.78] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.59566667 0.40433333] After improvements [1. 0.] probability [0.44 0.56] After improvements [0.99 0.01] probability [0.39 0.61] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.84125541 0.15874459] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.682 0.318] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.23 0.77] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.98 0.02] probability [0.28 0.72] After improvements [0.99 0.01] probability [0.44 0.56] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.93493275 0.06506725] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.44 0.56] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.99 0.01] probability [0.23 0.77] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.48 0.52] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.6115 0.3885] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.99 0.01] probability [0.42 0.58] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.99 0.01] probability [0.35666667 0.64333333] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.96 0.04] probability [0.33 0.67] After improvements [0.98 0.02] probability [0.4 0.6] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.42 0.58] After improvements [0.99 0.01] probability [0.41 0.59] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.66947619 0.33052381] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.25 0.75] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.24 0.76] After improvements [1. 0.] probability [0.44 0.56] After improvements [0.99 0.01] probability [0.27 0.73] After improvements [0.99 0.01] probability [0.39 0.61] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.98 0.02] probability [0.31 0.69] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.18 0.82] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.97 0.03] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.26 0.74] After improvements [0.97 0.03] probability [0.91458235 0.08541765] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.28 0.72] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.44 0.56] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.97 0.03] probability [0.36 0.64] After improvements [0.98 0.02] probability [0.4 0.6] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.27 0.73] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.28 0.72] After improvements [0.98 0.02] probability [0.31 0.69] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.29 0.71] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.97 0.03] probability [0.36 0.64] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.98 0.02] probability [0.32 0.68] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.29 0.71] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.49514286 0.50485714] After improvements [1. 0.] probability [0.24 0.76] After improvements [0.97 0.03] probability [0.34 0.66] After improvements [1. 0.] probability [0.27333333 0.72666667] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.44 0.56] After improvements [0.98 0.02] probability [0.34 0.66] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.68327381 0.31672619] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.97 0.03] probability [0.27 0.73] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.98 0.02] probability [0.36 0.64] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.23 0.77] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.4 0.6] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.98 0.02] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.53591667 0.46408333] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.26 0.74] After improvements [0.99 0.01] probability [0.43 0.57] After improvements [0.99 0.01] probability [0.3 0.7] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.94 0.06] probability [0.36 0.64] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.26 0.74] After improvements [0.98 0.02] probability [0.39 0.61] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.48 0.52] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.28 0.72] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.98 0.02] probability [0.35 0.65] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.24 0.76] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.28 0.72] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.98 0.02] probability [0.29 0.71] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.60483333 0.39516667] After improvements [1. 0.] probability [0.50016667 0.49983333] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.63635714 0.36364286] After improvements [1. 0.] probability [0.55 0.45] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.42 0.58] After improvements [0.99 0.01] probability [0.28 0.72] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.58316667 0.41683333] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.95 0.05] probability [0.39 0.61] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.97 0.03] probability [0.27 0.73] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.96 0.04] probability [0.41 0.59] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.39333333 0.60666667] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.54904762 0.45095238] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.59164286 0.40835714] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.46 0.54] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.43 0.57] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.59011905 0.40988095] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.25 0.75] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.34666667 0.65333333] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.50928571 0.49071429] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.42 0.58] After improvements [0.98 0.02] probability [0.37 0.63] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.29 0.71] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.54807143 0.45192857] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.46666667 0.53333333] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.92139631 0.07860369] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.55866667 0.44133333] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.24 0.76] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.42 0.58] After improvements [0.99 0.01] probability [0.39 0.61] After improvements [0.98 0.02] probability [0.3 0.7] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.74081349 0.25918651] After improvements [1. 0.] probability [0.4905 0.5095] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.97 0.03] probability [0.44 0.56] After improvements [0.99 0.01] probability [0.55675 0.44325] After improvements [1. 0.] probability [0.9286028 0.0713972] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.602 0.398] After improvements [1. 0.] probability [0.27 0.73] After improvements [0.99 0.01] probability [0.59878571 0.40121429] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.98 0.02] probability [0.38 0.62] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.25 0.75] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.25 0.75] After improvements [0.97 0.03] probability [0.37 0.63] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.55016667 0.44983333] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.77748016 0.22251984] After improvements [1. 0.] probability [0.23 0.77] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.98 0.02] probability [0.28 0.72] After improvements [0.98 0.02] probability [0.33 0.67] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.43 0.57] After improvements [0.96 0.04] probability [0.34 0.66] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.69647222 0.30352778] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.98 0.02] probability [0.4 0.6] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.94 0.06] probability [0.34 0.66] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [1. 0.] probability [0.27 0.73] After improvements [0.99 0.01] probability [0.45 0.55] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.70435714 0.29564286] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.46 0.54] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.39 0.61] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.97 0.03] probability [0.33 0.67] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.96 0.04] probability [0.38 0.62] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.98 0.02] probability [0.38 0.62] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.24 0.76] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.39 0.61] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.6748373 0.3251627] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.548 0.452] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.30583333 0.69416667] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.22 0.78] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.24 0.76] After improvements [0.98 0.02] probability [0.35 0.65] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.28 0.72] After improvements [0.97 0.03] probability [0.47716667 0.52283333] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.36933333 0.63066667] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [1. 0.] probability [0.46471429 0.53528571] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.28 0.72] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.58254762 0.41745238] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.98 0.02] probability [0.35 0.65] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.96 0.04] probability [0.743 0.257] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.55716667 0.44283333] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.49 0.51] After improvements [1. 0.] probability [0.91097098 0.08902902] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.98 0.02] probability [0.3 0.7] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.99 0.01] probability [0.3 0.7] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.99 0.01] probability [0.39 0.61] After improvements [1. 0.] probability [0.44 0.56] After improvements [0.99 0.01] probability [0.28 0.72] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.98 0.02] probability [0.36 0.64] After improvements [1. 0.] probability [0.9216446 0.0783554] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.37833333 0.62166667] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.98 0.02] probability [0.42 0.58] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [0.99 0.01] probability [0.42 0.58] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.99 0.01] probability [0.41 0.59] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.98 0.02] probability [0.34 0.66] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.24 0.76] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.99 0.01] probability [0.3 0.7] After improvements [1. 0.] probability [0.49 0.51] After improvements [1. 0.] probability [0.22 0.78] After improvements [1. 0.] probability [0.54914286 0.45085714] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.45 0.55] After improvements [0.99 0.01] probability [0.57311905 0.42688095] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.98 0.02] probability [0.41 0.59] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.4935 0.5065] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.70415873 0.29584127] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.994 0.006] probability [0.36 0.64] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.97 0.03] probability [0.54866667 0.45133333] After improvements [1. 0.] probability [0.31333333 0.68666667] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.98 0.02] probability [0.38 0.62] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.45769048 0.54230952] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.2 0.8] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.49 0.51] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.57578571 0.42421429] After improvements [1. 0.] probability [0.44 0.56] After improvements [0.99 0.01] probability [0.4 0.6] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.17 0.83] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.60016667 0.39983333] After improvements [1. 0.] probability [0.24 0.76] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.98 0.02] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.46 0.54] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.53516667 0.46483333] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.24 0.76] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.97 0.03] probability [0.33 0.67] After improvements [0.97 0.03] probability [0.32 0.68] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.21 0.79] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.24 0.76] After improvements [1. 0.] probability [0.27 0.73] After improvements [0.96 0.04] probability [0.31 0.69] After improvements [0.98 0.02] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [0.98 0.02] probability [0.39 0.61] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.28 0.72] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.4 0.6] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.97 0.03] probability [0.3 0.7] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.51 0.49] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.97 0.03] probability [0.42 0.58] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.98 0.02] probability [0.31 0.69] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.98 0.02] probability [0.29 0.71] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.44 0.56] After improvements [0.99 0.01] probability [0.24 0.76] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.26666667 0.73333333] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.385 0.615] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.86576412 0.13423588] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.3 0.7] After improvements [0.99 0.01] probability [0.3 0.7] After improvements [0.98 0.02] probability [0.35 0.65] After improvements [0.97 0.03] probability [0.35 0.65] After improvements [1. 0.] probability [0.45 0.55] After improvements [0.98 0.02] probability [0.33 0.67] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.29 0.71] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.57552381 0.42447619] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.92897294 0.07102706] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.97 0.03] probability [0.32 0.68] After improvements [0.98 0.02] probability [0.36 0.64] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.53869048 0.46130952] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.46 0.54] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.98 0.02] probability [0.29 0.71] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.23 0.77] After improvements [1. 0.] probability [0.5 0.5] After improvements [1. 0.] probability [0.26 0.74] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.4 0.6] After improvements [0.98 0.02] probability [0.24 0.76] After improvements [1. 0.] probability [0.28 0.72] After improvements [0.99 0.01] probability [0.42 0.58] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.6342619 0.3657381] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.95 0.05] probability [0.4 0.6] After improvements [0.98 0.02] probability [0.38 0.62] After improvements [1. 0.] probability [0.78267424 0.21732576] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.2 0.8] After improvements [0.98 0.02] probability [0.35 0.65] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [0.98 0.02] probability [0.36 0.64] After improvements [0.98 0.02] probability [0.34 0.66] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.93 0.07] probability [0.26 0.74] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.98 0.02] probability [0.35 0.65] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.24 0.76] After improvements [1. 0.] probability [0.4 0.6] After improvements [0.98 0.02] probability [0.34 0.66] After improvements [1. 0.] probability [0.4 0.6] After improvements [0.98 0.02] probability [0.44 0.56] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.98 0.02] probability [0.44 0.56] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.97 0.03] probability [0.38 0.62] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.7032381 0.2967619] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.98 0.02] probability [0.38 0.62] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.25 0.75] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.43 0.57] After improvements [0.99 0.01] probability [0.27 0.73] After improvements [1. 0.] probability [0.23 0.77] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.27 0.73] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.48 0.52] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.94 0.06] probability [0.3 0.7] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.2 0.8] After improvements [1. 0.] probability [0.23 0.77] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.96 0.04] probability [0.36 0.64] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.98 0.02] probability [0.35 0.65] After improvements [0.97 0.03] probability [0.42 0.58] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.98 0.02] probability [0.42 0.58] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.58847619 0.41152381] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.5975 0.4025] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.27666667 0.72333333] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.97 0.03] probability [0.39 0.61] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.25 0.75] After improvements [0.98 0.02] probability [0.35 0.65] After improvements [0.97 0.03] probability [0.29 0.71] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.99 0.01] probability [0.28 0.72] After improvements [0.99 0.01] probability [0.28 0.72] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.95 0.05] probability [0.32 0.68] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.98 0.02] probability [0.41 0.59] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.24 0.76] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.325 0.675] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.24 0.76] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.3525 0.6475] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.96 0.04] probability [0.37 0.63] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.54583333 0.45416667] After improvements [1. 0.] probability [0.34166667 0.65833333] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.82086255 0.17913745] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.26 0.74] After improvements [0.98 0.02] probability [0.22 0.78] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.45 0.55] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.95 0.05] probability [0.44 0.56] After improvements [0.99 0.01] probability [0.72866667 0.27133333] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.76942199 0.23057801] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.66145238 0.33854762] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.98 0.02] probability [0.36 0.64] After improvements [0.98 0.02] probability [0.4 0.6] After improvements [1. 0.] probability [0.36333333 0.63666667] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.98 0.02] probability [0.31 0.69] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.42 0.58] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.98 0.02] probability [0.41 0.59] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.25 0.75] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.3 0.7] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.43 0.57] After improvements [1. 0.] probability [0.28 0.72] After improvements [0.98 0.02] probability [0.31 0.69] After improvements [1. 0.] probability [0.32083333 0.67916667] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.25 0.75] After improvements [0.98 0.02] probability [0.55766667 0.44233333] After improvements [1. 0.] probability [0.67560714 0.32439286] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.27 0.73] After improvements [0.98 0.02] probability [0.28 0.72] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.47 0.53] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.31416667 0.68583333] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.29666667 0.70333333] After improvements [1. 0.] probability [0.49 0.51] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.3 0.7] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.63975 0.36025] After improvements [1. 0.] probability [0.71225 0.28775] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.97 0.03] probability [0.565 0.435] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.99 0.01] probability [0.28 0.72] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.98 0.02] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.99 0.01] probability [0.43 0.57] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.5555 0.4445] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.38333333 0.61666667] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.28 0.72] After improvements [0.98 0.02] probability [0.69511905 0.30488095] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.39 0.61] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.22 0.78] After improvements [0.99 0.01] probability [0.42 0.58] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.98 0.02] probability [0.3 0.7] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.96 0.04] probability [0.37 0.63] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.63183333 0.36816667] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.98 0.02] probability [0.35 0.65] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.87583698 0.12416302] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.28 0.72] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.31 0.69] After improvements [0.99 0.01] probability [0.64633333 0.35366667] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.25 0.75] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.72105411 0.27894589] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.96 0.04] probability [0.35 0.65] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.5182381 0.4817619] After improvements [1. 0.] probability [0.2875 0.7125] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.52 0.48] After improvements [1. 0.] probability [0.60895238 0.39104762] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.39 0.61] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.57404762 0.42595238] After improvements [1. 0.] probability [0.68635714 0.31364286] After improvements [1. 0.] probability [0.66560317 0.33439683] After improvements [1. 0.] probability [0.40742857 0.59257143] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.56683333 0.43316667] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.99 0.01] probability [0.34 0.66] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.98 0.02] probability [0.33 0.67] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.41 0.59] After improvements [1. 0.] probability [0.45 0.55] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.53683333 0.46316667] After improvements [1. 0.] probability [0.626 0.374] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.25 0.75] After improvements [1. 0.] probability [0.265 0.735] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.60371429 0.39628571] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.96 0.04] probability [0.42 0.58] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.60316667 0.39683333] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.58633333 0.41366667] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.97 0.03] probability [0.33 0.67] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.54583333 0.45416667] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.48 0.52] After improvements [1. 0.] probability [0.61130952 0.38869048] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.55 0.45] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.22 0.78] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.41 0.59] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.97 0.03] probability [0.35 0.65] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.29666667 0.70333333] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.52333333 0.47666667] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.97 0.03] probability [0.47 0.53] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.97 0.03] probability [0.39 0.61] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.47 0.53] After improvements [0.98 0.02] probability [0.31 0.69] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.27 0.73] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.69271429 0.30728571] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.28 0.72] After improvements [0.98 0.02] probability [0.76292857 0.23707143] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.24 0.76] After improvements [0.99 0.01] probability [0.43 0.57] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.54345238 0.45654762] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.4 0.6] After improvements [0.99 0.01] probability [0.39 0.61] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.99 0.01] probability [0.29 0.71] After improvements [1. 0.] probability [0.375 0.625] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.99 0.01] probability [0.42 0.58] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.30333333 0.69666667] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.78967063 0.21032937] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.45 0.55] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.51841667 0.48158333] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.22 0.78] After improvements [1. 0.] probability [0.42 0.58] After improvements [0.96 0.04] probability [0.33 0.67] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.96 0.04] probability [0.33 0.67] After improvements [0.95 0.05] probability [0.33 0.67] After improvements [1. 0.] probability [0.55983333 0.44016667] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.98 0.02] probability [0.28 0.72] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.46 0.54] After improvements [1. 0.] probability [0.65166667 0.34833333] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.25 0.75] After improvements [1. 0.] probability [0.25 0.75] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.99 0.01] probability [0.45 0.55] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.81442713 0.18557287] After improvements [1. 0.] probability [0.4 0.6] After improvements [0.97 0.03] probability [0.48 0.52] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.46 0.54] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.26 0.74] After improvements [0.98 0.02] probability [0.36 0.64] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.99 0.01] probability [0.33 0.67] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.48 0.52] After improvements [0.94 0.06] probability [0.35 0.65] After improvements [0.98 0.02] probability [0.3 0.7] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.99 0.01] probability [0.32 0.68] After improvements [1. 0.] probability [0.64775 0.35225] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.62095238 0.37904762] After improvements [1. 0.] probability [0.48 0.52] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.29 0.71] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.29 0.71] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.99 0.01] probability [0.35 0.65] After improvements [1. 0.] probability [0.75450794 0.24549206] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.54330952 0.45669048] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.77418254 0.22581746] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.25 0.75] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.60416667 0.39583333] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.47 0.53] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.4 0.6] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.47 0.53] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.21 0.79] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.36 0.64] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.97 0.03] probability [0.36 0.64] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.45 0.55] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.36 0.64] After improvements [1. 0.] probability [0.33 0.67] After improvements [0.96 0.04] probability [0.35 0.65] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.47 0.53] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.32 0.68] After improvements [0.96 0.04] probability [0.28 0.72] After improvements [1. 0.] probability [0.38 0.62] After improvements [0.95 0.05] probability [0.42 0.58] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.3 0.7] After improvements [1. 0.] probability [0.27 0.73] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.25 0.75] After improvements [0.98 0.02] probability [0.4 0.6] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.96 0.04] probability [0.42 0.58] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.98 0.02] probability [0.41 0.59] After improvements [1. 0.] probability [0.37 0.63] After improvements [0.99 0.01] probability [0.44 0.56] After improvements [1. 0.] probability [0.36 0.64] After improvements [0.98 0.02] probability [0.33 0.67] After improvements [0.99 0.01] probability [0.29 0.71] After improvements [1. 0.] probability [0.34 0.66] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.4 0.6] After improvements [0.99 0.01] probability [0.31 0.69] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.26 0.74] After improvements [1. 0.] probability [0.43 0.57] After improvements [0.98 0.02] probability [0.29 0.71] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.99 0.01] probability [0.41 0.59] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.43 0.57] After improvements [0.99 0.01] probability [0.4 0.6] After improvements [1. 0.] probability [0.4 0.6] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.39 0.61] After improvements [1. 0.] probability [0.41 0.59] After improvements [0.98 0.02] probability [0.46 0.54] After improvements [1. 0.] probability [0.39 0.61] After improvements [0.99 0.01] probability [0.37 0.63] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.28 0.72] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.41 0.59] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.4 0.6] After improvements [0.99 0.01] probability [0.48 0.52] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.4 0.6] After improvements [0.99 0.01] probability [0.4 0.6] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.33 0.67] After improvements [1. 0.] probability [0.43 0.57] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.34 0.66] After improvements [1. 0.] probability [0.44 0.56] After improvements [1. 0.] probability [0.42 0.58] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.35 0.65] After improvements [0.98 0.02] probability [0.37 0.63] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.3 0.7] After improvements [0.99 0.01] probability [0.38 0.62] After improvements [1. 0.] probability [0.38 0.62] After improvements [1. 0.] probability [0.32 0.68] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.31 0.69] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.35 0.65] After improvements [1. 0.] probability [0.42 0.58] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability [0.37 0.63] After improvements [1. 0.] probability Število priporočil: 4631 Priporočila so bila shranjena v datoteko: prediabetic_recommendations_rf.csv